{
  "schema_version": 1,
  "research_date": "2026-10-16",
  "coverage": {
    "exhaustive": false,
    "denominator": null,
    "limits": "Broad original vendor-source desk research, separated by product scope. Eligible-market denominator is unknown. No live integration, FordConnect certification or exhaustive market coverage is claimed; no restricted marketplace dataset was imported.",
    "published_records": 46,
    "review_depth_counts": {
      "discovery_lead": 23,
      "initial_feature_review": 10,
      "specialist_review": 13
    },
    "excluded_legacy": [
      {
        "name": "Zipwhip",
        "reason": "Software wind-down; not a current standalone buying option.",
        "source_url": "https://investors.twilio.com/static-files/9bf15d10-7a03-4fe2-a251-4f4531aedb89"
      }
    ]
  },
  "feature_keys": [
    "two_way_sms",
    "shared_inbox",
    "ro_context",
    "dms_read",
    "dms_write",
    "mpi_media",
    "approvals",
    "payments",
    "scheduling",
    "ai_assist",
    "ai_autonomous",
    "opt_out",
    "audit",
    "api",
    "export",
    "multilingual",
    "tekion_payment_writeback",
    "tekion_autobooking",
    "mms_native",
    "automated_milestones",
    "voice_to_text",
    "multi_rooftop",
    "webhooks",
    "conversation_history",
    "retention"
  ],
  "vendors": [
    {
      "id": "affinitiv",
      "name": "Affinitiv",
      "vendor": "Affinitiv",
      "aliases": [
        "AutoLoop"
      ],
      "category": "adjacent_marketing",
      "summary": "Service-lane conversion texting, recall and retention products; complete current advisor-texting scope unresolved. AutoLoop merged in 2019.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "affinitiv-broad-0"
          ]
        },
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "affinitiv-broad-0",
          "url": "https://activate.affinitiv.com/affinitiv-stellantis-approved-solutions-mopar-2025",
          "title": "Affinitiv: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "affinitiv-broad-1",
          "url": "https://www.affinitiv.com/blog/affinitiv-and-autoloop-complete-merger/",
          "title": "AutoLoop merger",
          "checked_at": "2026-10-16",
          "published_at": "2019-09-04"
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "auto-pro-solutions",
      "name": "Auto Pro Solutions",
      "vendor": "Auto Pro Solutions",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "Advisor texting linked to a route sheet with automated messages, media, estimates and conversation history.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "auto-pro-solutions-broad-0"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "auto-pro-solutions-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "auto-pro-solutions-broad-0"
          ]
        },
        "mpi_media": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "auto-pro-solutions-broad-0"
          ]
        },
        "approvals": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "auto-pro-solutions-broad-0"
          ]
        },
        "conversation_history": {
          "status": "documented",
          "note": "Conversation history; immutable audit log not established.",
          "source_ids": [
            "auto-pro-solutions-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "auto-pro-solutions-broad-0",
          "url": "https://autoprosolutions.com/texting",
          "title": "Auto Pro Solutions: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "initial_feature_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "autoengage",
      "name": "AutoEngage",
      "vendor": "AutoEngage",
      "aliases": [

      ],
      "category": "adjacent_ai",
      "summary": "Lisa SMS service-retention assistant. Vendor claims appointment writeback and native DMS read/write; operation-level testing remains outstanding.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "documented",
        "note": "Vendor names Tekion among connections; precise data and write scope require operation-level verification.",
        "source_ids": [
          "autoengage-broad-0"
        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "autoengage-broad-0"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "autoengage-broad-0"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "autoengage-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "autoengage-broad-0",
          "url": "https://www.autoengage.ai/",
          "title": "AutoEngage: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "autoflow",
      "name": "Autoflow",
      "vendor": "Autoflow",
      "aliases": [

      ],
      "category": "independent_repair",
      "summary": "Repair-shop advisor text manager. Do not assume franchised-dealer DMS integration from this adjacent product.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "autoflow-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "autoflow-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "autoflow-broad-0"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "autoflow-broad-0"
          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "autoflow-broad-0",
          "url": "https://autoflow.com/help-center/training/service-advisor-training/how-do-i-send-and-receive-text-messages/",
          "title": "Autoflow: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "autosoft",
      "name": "Autosoft",
      "vendor": "Autosoft",
      "aliases": [

      ],
      "category": "native_dms",
      "summary": "SCM offers call/text/email alongside service ROs and scheduling. Two-way SMS and detailed controls remain unverified.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "scheduling": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "autosoft-broad-0"
          ]
        },
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "autosoft-broad-0",
          "url": "https://autosoftdms.com/platform/vehicle-service-software/",
          "title": "Autosoft: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "birdeye",
      "name": "Birdeye",
      "vendor": "Birdeye",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Automotive inbox, AI rewrites/recaps and text-payment options. UK source; RO workflow and local availability unverified.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "birdeye-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "birdeye-broad-0"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "birdeye-broad-0"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "birdeye-broad-0"
          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "birdeye-broad-0",
          "url": "https://birdeye.com/uk/automotive/",
          "title": "Birdeye: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "blink-ai",
      "name": "BLiNK AI",
      "vendor": "BLiNK AI",
      "aliases": [

      ],
      "category": "adjacent_ai",
      "summary": "Service-due text campaigns, conversational booking and fixed-ops outreach; messaging detail needs deeper review.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "scheduling": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "blink-ai-broad-0"
          ]
        },
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "blink-ai-broad-0",
          "url": "https://blinkai.com/faq/",
          "title": "BLiNK AI: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "callrevu",
      "name": "CallRevu",
      "vendor": "CallRevu",
      "aliases": [

      ],
      "category": "adjacent_ai",
      "summary": "Conversation intelligence across calls, texts and web conversations.",
      "ford": {
        "status": "unknown",
        "note": "Not established by the reviewed public evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "documented",
        "note": "Vendor partnership list and FAQ explicitly name Tekion ARC CRM; Tekion-specific fields and write permissions unknown.",
        "source_ids": [
          "callrevu-specialist-0"
        ]
      },
      "features": {
        "ai_assist": {
          "status": "documented",
          "note": "AI coaching and conversation intelligence.",
          "source_ids": [
            "callrevu-specialist-1"
          ]
        },
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "Current applicable price not verified.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "callrevu-specialist-0",
          "url": "https://www.callrevu.com/partnerships/",
          "title": "Vendor integration partners",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "callrevu-specialist-1",
          "url": "https://www.callrevu.com/",
          "title": "Conversation intelligence and integration FAQ",
          "published_at": null,
          "checked_at": "2026-10-16"
        }
      ],
      "confidence": "specific_primary",
      "limitations": [
        "Generic call-outcome and appointment activity claims are not evidence of Tekion-specific writes."
      ],
      "marketplace_links": [
        "/automotive-marketplaces/callrevu-tekion.html"
      ],
      "research_depth": "specialist_review"
    },
    {
      "id": "car-wars",
      "name": "Car Wars",
      "vendor": "Car Wars",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Automotive telephony/analytics with texting and call/text history; service scheduling AI is a separate capability.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "car-wars-broad-0"
          ]
        },
        "conversation_history": {
          "status": "documented",
          "note": "Conversation history; immutable audit log not established.",
          "source_ids": [
            "car-wars-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "car-wars-broad-0",
          "url": "https://carwars.com/main/features/",
          "title": "Car Wars: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null,
          "access_note": "Research-worker evidence; release recheck blocked (HTTP 403), not independently revalidated in this pass."
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "cdk-serviceview",
      "name": "CDK ServiceView",
      "vendor": "CDK ServiceView",
      "aliases": [

      ],
      "category": "native_dms",
      "summary": "CDK video/text purchasing option powered by TruVideo, with AI wording, translation and sentiment features. Not an independent underlying messaging engine.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "cdk-serviceview-broad-0"
          ]
        },
        "mpi_media": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "cdk-serviceview-broad-0"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "cdk-serviceview-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Appointment, tracker/ready and post-RO messages.",
          "source_ids": [
            "cdk-serviceview-broad-1"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Payment functionality in communication stream; reconciliation untested.",
          "source_ids": [
            "cdk-serviceview-broad-1"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "cdk-serviceview-broad-0",
          "url": "https://www.cdkglobal.com/fixed-ops/service/cdk-serviceview",
          "title": "CDK ServiceView: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "cdk-serviceview-broad-1",
          "url": "https://www2.cdkglobal.com/service-view",
          "title": "ServiceView workflow",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "initial_feature_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "conversica",
      "name": "Conversica",
      "vendor": "Conversica",
      "aliases": [

      ],
      "category": "adjacent_ai",
      "summary": "Service/sales AI across SMS, email and chat, with dealer-group use cases.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "conversica-broad-0"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "conversica-broad-0"
          ]
        },
        "multi_rooftop": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "conversica-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "conversica-broad-0",
          "url": "https://www.conversica.com/industries/automotive",
          "title": "Conversica: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "dealer-fx",
      "name": "Dealer-FX",
      "vendor": "Dealer-FX",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "Two-way advisor/customer messaging attached to ROs, vehicle tracking and internal collaboration.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "dealer-fx-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "dealer-fx-broad-0"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "dealer-fx-broad-0"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "dealer-fx-broad-0"
          ]
        },
        "conversation_history": {
          "status": "documented",
          "note": "Conversation history; immutable audit log not established.",
          "source_ids": [
            "dealer-fx-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Appointment reminders appear in history.",
          "source_ids": [
            "dealer-fx-broad-1"
          ]
        },
        "opt_out": {
          "status": "documented",
          "note": "Authorized text preference and STOP/START handling.",
          "source_ids": [
            "dealer-fx-broad-1"
          ]
        },
        "multi_rooftop": {
          "status": "documented",
          "note": "Multi-dealer enabled configurations documented.",
          "source_ids": [
            "dealer-fx-broad-1"
          ]
        },
        "approvals": {
          "status": "documented",
          "note": "Customer digitally selects and approves MPI recommendations.",
          "source_ids": [
            "dealer-fx-broad-2"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Text/email invoice with Stripe payment and DMS invoice integration; exact connector scope untested.",
          "source_ids": [
            "dealer-fx-broad-3"
          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "dealer-fx-broad-0",
          "url": "https://www.dealer-fx.com/workflow/customer-communication",
          "title": "Dealer-FX: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "dealer-fx-broad-1",
          "url": "https://help.dealer-fx.com/gm/en-US/connect/Content/Connect/Messenger.htm",
          "title": "Messenger support",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "dealer-fx-broad-2",
          "url": "https://help.dealer-fx.com/fca/en-US/service%20dashboard/Content/Service%20Dashboard/Communicating%20Inspection%20Results.htm",
          "title": "Inspection recommendation approval",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "dealer-fx-broad-3",
          "url": "https://www.dealer-fx.com/dealer-fx-enhances-industry-leading-service-suite-with-customer-self-service-solutions/",
          "title": "Customer self-service",
          "checked_at": "2026-10-16",
          "published_at": "2020-11-02",
          "access_note": "Historical announcement; release HTTP check returned 404, research-browser copy readable."
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "initial_feature_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "dealercx",
      "name": "DealerCX",
      "vendor": "DealerCX",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Official SMS terms describe service scheduling, maintenance notifications and two-way communication; detailed workflow depth unvalidated.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "dealercx-broad-0"
          ]
        },
        "opt_out": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "dealercx-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "dealercx-broad-0",
          "url": "https://www.dealercx.com/legal/sms-terms-conditions/",
          "title": "DealerCX: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "drivecentric",
      "name": "DriveCentric",
      "vendor": "DriveCentric",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Primarily a sales CRM with unified conversations; not proven as a complete service-lane replacement.",
      "ford": {
        "status": "documented",
        "program": "FordDirect strategic partnership",
        "note": "May 6, 2024 announcement and current dedicated program page.",
        "source_ids": [
          "drivecentric-specialist-0"
        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Not established by the reviewed public evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Unified texts/calls/email/video.",
          "source_ids": [
            "drivecentric-specialist-1"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Unified conversations for sales CRM workflows.",
          "source_ids": [
            "drivecentric-specialist-1"
          ]
        },
        "ai_autonomous": {
          "status": "documented",
          "note": "After-hours AI lead follow-up; service-depth unproven.",
          "source_ids": [
            "drivecentric-specialist-1"
          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "Current applicable price not verified.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "drivecentric-specialist-0",
          "url": "https://drivecentric.com/collection/drivecentric-announces-strategic-partnership-with-forddirect",
          "title": "FordDirect partnership",
          "published_at": "2024-05-06",
          "checked_at": "2026-10-16"
        },
        {
          "id": "drivecentric-specialist-1",
          "url": "https://drivecentric.com/solutions/forddirect",
          "title": "FordDirect program",
          "published_at": null,
          "checked_at": "2026-10-16"
        }
      ],
      "confidence": "specific_primary",
      "limitations": [
        "FordDirect feeds and incentives do not establish service RO access or writes."
      ],
      "marketplace_links": [

      ],
      "research_depth": "specialist_review"
    },
    {
      "id": "ez-texting",
      "name": "EZ Texting",
      "vendor": "EZ Texting",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Dealer/repair-shop service reminders and ready-notification use cases; detailed service workflow unreviewed.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "ez-texting-broad-0",
          "url": "https://www.eztexting.com/hey-ai",
          "title": "EZ Texting: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "fullpath",
      "name": "Fullpath",
      "vendor": "Fullpath",
      "aliases": [

      ],
      "category": "adjacent_marketing",
      "summary": "Service activation/retention/recall SMS campaigns lead to request forms. The reviewed landing page sends an ADF lead to CRM, not a confirmed booking.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "fullpath-broad-0"
          ]
        },
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "fullpath-broad-0",
          "url": "https://help.fullpath.com/hc/en-us/articles/4410478544660-Audience-Activation-Landing-Pages",
          "title": "Fullpath: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "goto",
      "name": "GoTo Connect",
      "vendor": "GoTo Connect",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Embedded calling and texting in ARC CRM; service-lane workflow depth is unresolved.",
      "ford": {
        "status": "unknown",
        "note": "Not established by the reviewed public evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "documented",
        "note": "Vendor documents ARC-native calling/texting, configured through Communication Setup; text-only Tekion-managed or full self-managed GoTo accounts.",
        "source_ids": [
          "goto-specialist-0"
        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "ARC-native SMS capability; verify enabled account setup.",
          "source_ids": [
            "goto-specialist-0"
          ]
        },
        "dms_read": {
          "status": "documented",
          "note": "Tracked/logged customer calls visible; other objects unknown.",
          "source_ids": [
            "goto-specialist-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "Current applicable price not verified.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "goto-specialist-0",
          "url": "https://www.goto.com/integrations/tekion",
          "title": "GoTo Tekion integration",
          "published_at": null,
          "checked_at": "2026-10-16"
        }
      ],
      "confidence": "specific_primary",
      "limitations": [
        "Sending SMS from ARC does not establish repair-order or appointment write permissions."
      ],
      "marketplace_links": [
        "/automotive-marketplaces/goto-cdk.html",
        "/automotive-marketplaces/goto-tekion.html"
      ],
      "research_depth": "specialist_review"
    },
    {
      "id": "heymarket",
      "name": "Heymarket",
      "vendor": "Heymarket",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Shared inbox, workflow automation and CRM/Zapier links; generic connectivity is not RO-aware DMS read/write evidence.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "heymarket-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "heymarket-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "heymarket-broad-0"
          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "heymarket-broad-0",
          "url": "https://www.heymarket.com/automotive/",
          "title": "Heymarket: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "impel",
      "name": "Impel",
      "vendor": "Impel",
      "aliases": [
        "Outsell",
        "SpinCar"
      ],
      "category": "adjacent_ai",
      "summary": "Service engagement AI for SMS campaigns and missed-call follow-up.",
      "ford": {
        "status": "documented",
        "program": "FordDirect strategic partnership / CJP",
        "note": "January 22, 2025 partnership describes bidirectional Customer Journey Platform data, not FordConnect.",
        "source_ids": [
          "impel-specialist-0"
        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Not established by the reviewed public evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "SMS service campaigns and missed-call response.",
          "source_ids": [
            "impel-specialist-1"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "impel-broad-0"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "impel-broad-0"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "impel-broad-0"
          ]
        },
        "ai_autonomous": {
          "status": "documented",
          "note": "Service engagement and follow-up workflows.",
          "source_ids": [
            "impel-specialist-1"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "impel-broad-0",
          "url": "https://impel.ai/service-ai-demo/",
          "title": "Impel: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "impel-broad-1",
          "url": "https://impel.ai/news/impel-acquires-automotive-customer-engagement-platform-outsell/",
          "title": "Outsell acquisition",
          "checked_at": "2026-10-16",
          "published_at": "2024-07-09"
        },
        {
          "id": "impel-specialist-0",
          "url": "https://impel.ai/news/impel-and-ford-direct-partnership-conversational-ai-solutions/",
          "title": "FordDirect CJP partnership",
          "published_at": "2025-01-22",
          "checked_at": "2026-10-16"
        },
        {
          "id": "impel-specialist-1",
          "url": "https://impel.ai/blog/voice-ai-ford-dealers-lincoln-retailers/",
          "title": "Service voice and SMS workflows",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "impel-specialist-2",
          "url": "https://www.forddirect.com/solutions",
          "title": "Official FordDirect solutions",
          "published_at": null,
          "checked_at": "2026-10-16"
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "specialist_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested.",
        "Older exclusive-provider language is time-bound; the 2026 official roster includes additional partners. CJP writes are not DMS writes."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "kenect",
      "name": "Kenect",
      "vendor": "Kenect",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "Service texting, reputation workflows and Sophi scheduling assistance.",
      "ford": {
        "status": "documented",
        "program": "FordDirect approved vendor",
        "note": "Vendor page and official solutions listing support the relationship.",
        "source_ids": [
          "kenect-specialist-2"
        ]
      },
      "tekion": {
        "status": "documented",
        "note": "July 21, 2026 support guide describes customer, RO, vehicle and appointment data. Sophi proposes times; a person creates/confirms Tekion bookings. Xtime or Dealer-FX is needed for automated booking.",
        "source_ids": [
          "kenect-specialist-0"
        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "RO/event-triggered service SMS.",
          "source_ids": [
            "kenect-specialist-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "kenect-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "kenect-broad-0"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "kenect-broad-0"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "RO/vehicle/appointment information.",
          "source_ids": [
            "kenect-specialist-0"
          ]
        },
        "dms_read": {
          "status": "documented",
          "note": "Customer sync; hourly edits; history needs separate authorization.",
          "source_ids": [
            "kenect-specialist-0"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Tekion requires human confirmation/creation after AI suggests times.",
          "source_ids": [
            "kenect-specialist-0"
          ]
        },
        "tekion_autobooking": {
          "status": "not_supported",
          "note": "Native Tekion booking is not fully automated; alternate scheduler required.",
          "source_ids": [
            "kenect-specialist-0"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Sophi scheduling assistance and AI campaigns.",
          "source_ids": [
            "kenect-specialist-0"
          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "kenect-broad-0",
          "url": "https://kenect.com/product/text-messaging",
          "title": "Kenect: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "kenect-specialist-0",
          "url": "https://resourcecenter.kenect.com/space/Integratio/44204120/Tekion%2BIntegration%2BGuide",
          "title": "Tekion integration support guide",
          "published_at": "2026-07-21",
          "checked_at": "2026-10-16"
        },
        {
          "id": "kenect-specialist-1",
          "url": "https://www.kenect.com/integrations",
          "title": "Integration directory",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "kenect-specialist-2",
          "url": "https://www.kenect.com/blog/ford-dealers-missed-service-opportunities",
          "title": "FordDirect relationship",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "kenect-specialist-3",
          "url": "https://www.forddirect.com/solutions",
          "title": "Official FordDirect solutions",
          "published_at": null,
          "checked_at": "2026-10-16"
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "specialist_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested.",
        "Automated declined-service campaigns unavailable for Tekion; manual campaigns supported. Bulk history requires separate per-location authorization. Marketing claims of two-way data do not establish writable objects."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "keyloop-message-sms-gateway",
      "name": "Keyloop Message / SMS Gateway",
      "vendor": "Keyloop Message / SMS Gateway",
      "aliases": [

      ],
      "category": "native_dms",
      "summary": "Team SMS/email channels linked to sales/service; source concerns South Africa and product/DMS version must be confirmed.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "keyloop-message-sms-gateway-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "keyloop-message-sms-gateway-broad-0"
          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "keyloop-message-sms-gateway-broad-0",
          "url": "https://www2.keyloop.com/Message-ZA",
          "title": "Keyloop Message / SMS Gateway: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "kimoby",
      "name": "Kimoby",
      "vendor": "Kimoby",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "RO-linked conversations, video MPI, payment workflows and service campaigns.",
      "ford": {
        "status": "documented",
        "program": "Ford Commitment Program qualification claim",
        "note": "Vendor says NOT yet on the Ford approved list; submitted for 2027. Qualification is not approval.",
        "source_ids": [
          "kimoby-specialist-1"
        ]
      },
      "tekion": {
        "status": "documented",
        "note": "Updated October 14, 2026: customer, RO and appointment reads; Tekion is pull-only and writeback is not planned. Automatic payment writeback is CDK-only. Invoice delivery reads from Tekion.",
        "source_ids": [
          "kimoby-specialist-0"
        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "RO-linked customer conversations.",
          "source_ids": [
            "kimoby-specialist-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "kimoby-broad-0"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Customer/RO/appointment data enriches conversations.",
          "source_ids": [
            "kimoby-specialist-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "kimoby-broad-0"
          ]
        },
        "opt_out": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "kimoby-broad-0"
          ]
        },
        "mpi_media": {
          "status": "documented",
          "note": "Video MPI.",
          "source_ids": [
            "kimoby-specialist-1"
          ]
        },
        "approvals": {
          "status": "documented",
          "note": "Estimate approval is advertised, but approved RO-line writeback is disputed: the October 13 guide says it is still in development on every DMS; an undated comparison claims automatic CDK estimate/line writes. Conflict unresolved; do not promise live line creation.",
          "source_ids": [
            "kimoby-cdk-scope",
            "kimoby-cdk-comparison-conflict"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Tekion data populates payment terminal; invoice delivery reads from Tekion and does not write back.",
          "source_ids": [
            "kimoby-specialist-0"
          ]
        },
        "voice_to_text": {
          "status": "documented",
          "note": "Voice add-on includes transcript, sentiment and recording.",
          "source_ids": [
            "kimoby-broad-1"
          ]
        },
        "retention": {
          "status": "documented",
          "note": "Photos/videos advertised as retained indefinitely; not proof of all-record retention.",
          "source_ids": [
            "kimoby-broad-1"
          ]
        },
        "dms_read": {
          "status": "documented",
          "note": "Tekion customers, repair orders and appointments.",
          "source_ids": [
            "kimoby-specialist-0"
          ]
        },
        "dms_write": {
          "status": "documented",
          "note": "CDK payment posting marks the RO Paid but leaves it open; staff retain the final close. Payment-type codes are configured by the dealer. This is not Tekion writeback.",
          "source_ids": [
            "kimoby-cdk-payment-product",
            "kimoby-cdk-scope"
          ]
        },
        "tekion_payment_writeback": {
          "status": "not_supported",
          "note": "Automatic payment writeback is not supported on Tekion.",
          "source_ids": [
            "kimoby-specialist-0"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "AI estimates; does not establish RO-line writeback.",
          "source_ids": [
            "kimoby-specialist-1"
          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "documented",
        "note": "Public example: Tier 1 Essential $700/month and Pro $1,600/month; Voice $600/month, Grow $300/month; virtual onboarding $2,000/on-site $6,000. Captured currency not confirmed; tier varies with work orders, DMS fees and taxes extra. Not a dealer-specific quote.",
        "source_ids": [
          "kimoby-broad-1"
        ]
      },
      "sources": [
        {
          "id": "kimoby-broad-0",
          "url": "https://www.kimoby.com/products/dealership-texting-software",
          "title": "Kimoby: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "kimoby-broad-1",
          "url": "https://www.kimoby.com/pricing",
          "title": "Public pricing and add-ons",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "kimoby-specialist-0",
          "url": "https://www.kimoby.com/blog/kimoby-tekion-integration?hs_amp=true",
          "title": "Detailed Tekion scope (published October 7; updated October 14)",
          "published_at": "2026-10-14",
          "checked_at": "2026-10-16"
        },
        {
          "id": "kimoby-specialist-1",
          "url": "https://www.kimoby.com/blog/sms-solutions-dealership",
          "title": "SMS and Ford approval limitations",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "kimoby-specialist-2",
          "url": "https://www.kimoby.com/faq",
          "title": "Kimoby FAQ",
          "published_at": "2026-07",
          "checked_at": "2026-10-16"
        },
        {
          "id": "kimoby-cdk-payment-product",
          "url": "https://www.kimoby.com/products/payment-cdk-writeback",
          "title": "CDK payment allocation and final-close boundary",
          "checked_at": "2026-10-16",
          "published_at": null,
          "access_note": "Public primary page independently read through web text extraction on 2026-10-16; documentation only, no transaction test."
        },
        {
          "id": "kimoby-cdk-scope",
          "url": "https://www.kimoby.com/blog/kimoby-cdk-integration",
          "title": "CDK integration guide: published and updated October 13, 2026",
          "checked_at": "2026-10-16",
          "published_at": "2026-10-13",
          "access_note": "Public primary page independently read through web text extraction on 2026-10-16; documentation only, no transaction test."
        },
        {
          "id": "kimoby-cdk-comparison-conflict",
          "url": "https://www.kimoby.com/comparison/kimoby-vs-cdk-service",
          "title": "Undated CDK comparison: conflicting estimate-write claim",
          "checked_at": "2026-10-16",
          "published_at": null,
          "access_note": "Public primary page independently read through web text extraction on 2026-10-16; documentation only, no transaction test."
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "specialist_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested.",
        "Do not infer live Tekion writes from future plans or broader CDK functionality.",
        "Payment posting, RO final close and estimate-line creation are separate operations. Prefer the dated operational guide conservatively without erasing the conflicting comparison. Refunds, split payments, retries and dealer-specific enablement remain untested."
      ],
      "marketplace_links": [
        "/automotive-marketplaces/kimoby-cdk.html"
      ]
    },
    {
      "id": "matador-ai",
      "name": "Matador AI",
      "vendor": "Matador AI",
      "aliases": [

      ],
      "category": "adjacent_ai",
      "summary": "Service AI and SMS AI Reply using DMS service information; named connections do not establish writable objects.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "documented",
        "note": "Vendor names Tekion among connections; precise data and write scope require operation-level verification.",
        "source_ids": [
          "matador-ai-broad-0"
        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "matador-ai-broad-0"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "matador-ai-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "matador-ai-broad-0"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "matador-ai-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "matador-ai-broad-0",
          "url": "https://matador.ai/fr/service",
          "title": "Matador AI: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "messagedesk",
      "name": "MessageDesk",
      "vendor": "MessageDesk",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Dealer/collision shared inbox and multi-location communication examples.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "messagedesk-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "messagedesk-broad-0"
          ]
        },
        "multi_rooftop": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "messagedesk-broad-0"
          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "messagedesk-broad-0",
          "url": "https://www.messagedesk.com/blog/car-dealership-sms-texting-software",
          "title": "MessageDesk: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "mykaarma",
      "name": "myKaarma",
      "vendor": "myKaarma",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "Fixed-operations calls, text and email, translation and service communication APIs.",
      "ford": {
        "status": "documented",
        "program": "Ford Video Check preferred partner",
        "note": "April 27, 2026 announcement: video MPI/Ford Commitment Program scope, not blanket text certification.",
        "source_ids": [
          "mykaarma-specialist-0"
        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Public order API includes a Tekion DMS enum. This is an integration research lead, not proof of deployed data coverage or writes.",
        "source_ids": [
          "mykaarma-specialist-1"
        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Universal calls/text/email communication. Delayed texts can use a chosen time or relative delay, then be edited, discarded or sent immediately from the scheduled-message list.",
          "source_ids": [
            "mykaarma-specialist-2",
            "mykaarma-delayed-text-ui"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Universal communication inbox.",
          "source_ids": [
            "mykaarma-specialist-2"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "mykaarma-broad-0"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "mykaarma-broad-0"
          ]
        },
        "voice_to_text": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "mykaarma-broad-0"
          ]
        },
        "mpi_media": {
          "status": "documented",
          "note": "Video Check / video MPI.",
          "source_ids": [
            "mykaarma-specialist-0"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Separate service-suite module.",
          "source_ids": [
            "mykaarma-broad-1"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Separate service-suite module.",
          "source_ids": [
            "mykaarma-broad-1"
          ]
        },
        "api": {
          "status": "documented",
          "note": "Messaging API and granular send permissions; not Tekion API permission.",
          "source_ids": [
            "mykaarma-specialist-3"
          ]
        },
        "webhooks": {
          "status": "documented",
          "note": "API callbacks distinguish provider submission and later delivery updates. Opt-in queue expiry currently has no callback; a successful request is not delivery proof.",
          "source_ids": [
            "mykaarma-specialist-3"
          ]
        },
        "opt_out": {
          "status": "documented",
          "note": "Explicit opt-outs are blocked. A newly supplied number with no explicit opt-in/out can be queued pending opt-in, with a configurable one-day default timeout.",
          "source_ids": [
            "mykaarma-specialist-3"
          ]
        },
        "conversation_history": {
          "status": "documented",
          "note": "Calls, emails and texts retained in customer history for seven years; not immutable audit proof.",
          "source_ids": [
            "mykaarma-broad-3"
          ]
        },
        "retention": {
          "status": "documented",
          "note": "Support article specifies seven-year customer communication history; confirm contractual terms.",
          "source_ids": [
            "mykaarma-broad-3"
          ]
        },
        "multilingual": {
          "status": "documented",
          "note": "50+ language translation.",
          "source_ids": [
            "mykaarma-specialist-2"
          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "RO-open, appointment, workflow-status, no-show and declined-service messages depend on dealer products, configuration, eligibility and timing. ServiceConnect can set follow-up cadence. A cancellation request does not necessarily cancel the appointment.",
          "source_ids": [
            "mykaarma-automation-operations"
          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "Essentials, Advanced and Ultimate packages; Scheduler+ add-on. No numerical current quote verified.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "mykaarma-broad-0",
          "url": "https://mykaarma.com/solutions/communications/",
          "title": "myKaarma: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "mykaarma-broad-1",
          "url": "https://mykaarma.com/",
          "title": "Service suite modules",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "mykaarma-broad-2",
          "url": "https://docs.mykaarma.com/our-products/communication/API/how-to-send-text-to-customer",
          "title": "Message API",
          "checked_at": "2026-10-16",
          "published_at": null,
          "access_note": "Public API guide independently reread on 2026-10-16; no API call. Undated documentation."
        },
        {
          "id": "mykaarma-broad-3",
          "url": "https://support.mykaarma.com/hc/en-us/articles/360011395040-Texting-a-Customer",
          "title": "Customer message history",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "mykaarma-broad-4",
          "url": "https://mykaarma.com/packages/",
          "title": "Product packages",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "mykaarma-specialist-0",
          "url": "https://mykaarma.com/news/mykaarma-selected-as-ford-dealer-technology-preferred-partner-for-video-capability/",
          "title": "Ford Video Check selection",
          "published_at": "2026-04-27",
          "checked_at": "2026-10-16"
        },
        {
          "id": "mykaarma-specialist-1",
          "url": "https://docs.mykaarma.com/API_references/integration/order/API_reference/get-standard-order-for-uuid",
          "title": "Standard-order schema",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "mykaarma-specialist-2",
          "url": "https://mykaarma.com/solutions/communications/",
          "title": "Communication products",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "mykaarma-specialist-3",
          "url": "https://docs.mykaarma.com/our-products/communication/API/how-to-send-text-to-customer",
          "title": "Message API and permissions",
          "published_at": null,
          "checked_at": "2026-10-16",
          "access_note": "Public API guide independently reread on 2026-10-16; no API call. Undated documentation."
        },
        {
          "id": "mykaarma-automation-operations",
          "url": "https://support.mykaarma.com/hc/en-us/articles/53363846440339-Manage-Automated-Customer-Messages-Follow-Ups-and-Triggers",
          "title": "Automation operations guide; updated September 2, 2026",
          "checked_at": "2026-10-16",
          "published_at": null,
          "access_note": "Public primary page independently read through web text extraction on 2026-10-16; documentation only, no transaction test."
        },
        {
          "id": "mykaarma-delayed-text-ui",
          "url": "https://support.mykaarma.com/hc/en-us/articles/205820959-Delayed-Text-Messaging",
          "title": "Delayed-message controls; updated October 14, 2025",
          "checked_at": "2026-10-16",
          "published_at": null,
          "access_note": "Public primary page independently read through web text extraction on 2026-10-16; documentation only, no transaction test."
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "specialist_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested.",
        "Tekion-specific read/write scope remains unverified.",
        "Generic automation evidence does not establish Tekion compatibility or exactly-once delivery. Quiet hours, timezone/DST behavior, simultaneous edit/send and appointment-change invalidation are untested. Delayed-text screenshots have older filenames; current UI appearance is unverified."
      ],
      "marketplace_links": [
        "/automotive-marketplaces/mykaarma-tekion.html"
      ]
    },
    {
      "id": "numa",
      "name": "Numa",
      "vendor": "Numa",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "Voice and text service engagement with appointment booking and sentiment escalation.",
      "ford": {
        "status": "documented",
        "program": "FordDirect strategic engagement AI vendor",
        "note": "Vendor announcement August 26, 2026; official current partner listing.",
        "source_ids": [
          "numa-specialist-1"
        ]
      },
      "tekion": {
        "status": "documented",
        "note": "Vendor-issued March 11, 2026 release says the AI Appointment Agent books directly into ARC Service Scheduler. RO and message writeback remain unknown.",
        "source_ids": [
          "numa-specialist-0"
        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Voice/text conversation workflow.",
          "source_ids": [
            "numa-specialist-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Unified voice/text inbox.",
          "source_ids": [
            "numa-specialist-0"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "numa-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "numa-broad-0"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "numa-broad-0"
          ]
        },
        "dms_read": {
          "status": "documented",
          "note": "Guide describes real-time customer profiles and service appointments.",
          "source_ids": [
            "numa-specialist-2"
          ]
        },
        "dms_write": {
          "status": "documented",
          "note": "ARC appointment booking; broader RO/customer/accounting writes unknown.",
          "source_ids": [
            "numa-specialist-0"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Direct service appointment booking to ARC.",
          "source_ids": [
            "numa-specialist-0"
          ]
        },
        "tekion_autobooking": {
          "status": "documented",
          "note": "AI Appointment Agent books directly to ARC.",
          "source_ids": [
            "numa-specialist-0"
          ]
        },
        "ai_autonomous": {
          "status": "documented",
          "note": "Appointment Agent; not unrestricted action authority.",
          "source_ids": [
            "numa-specialist-0"
          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "numa-broad-0",
          "url": "https://numa.com/blog/business-texting-dealership-customer-engagement",
          "title": "Numa: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "numa-specialist-0",
          "url": "https://www.prnewswire.com/news-releases/numa-integrates-with-tekion-to-enhance-connectivity-across-the-automotive-ecosystem-302710834.html",
          "title": "Tekion appointment integration",
          "published_at": "2026-03-11",
          "checked_at": "2026-10-16"
        },
        {
          "id": "numa-specialist-1",
          "url": "https://numa.com/press",
          "title": "FordDirect announcement",
          "published_at": "2026-08-26",
          "checked_at": "2026-10-16"
        },
        {
          "id": "numa-specialist-2",
          "url": "https://numa.com/blog/numa-dealership-integrations-dms-schedulers-crm-guide",
          "title": "Integration guide",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "numa-specialist-3",
          "url": "https://www.forddirect.com/solutions",
          "title": "Official FordDirect solutions",
          "published_at": null,
          "checked_at": "2026-10-16"
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "specialist_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [
        "/automotive-marketplaces/numa-tekion.html"
      ]
    },
    {
      "id": "pam",
      "name": "Pam",
      "vendor": "Pam",
      "aliases": [

      ],
      "category": "adjacent_ai",
      "summary": "Voice/SMS service appointment handling and retention outreach.",
      "ford": {
        "status": "documented",
        "program": "FordDirect partner",
        "note": "Dedicated vendor program page and official solutions listing.",
        "source_ids": [
          "pam-specialist-0"
        ]
      },
      "tekion": {
        "status": "documented",
        "note": "Current vendor integration page names Tekion, but data and action scope must be confirmed per deployment.",
        "source_ids": [
          "pam-specialist-1"
        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "24/7 voice/SMS service interactions.",
          "source_ids": [
            "pam-specialist-0"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Appointment handling; exact Tekion writable objects unknown.",
          "source_ids": [
            "pam-specialist-0"
          ]
        },
        "ai_autonomous": {
          "status": "documented",
          "note": "AI voice/SMS service workflows within configured scope.",
          "source_ids": [
            "pam-specialist-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "Current applicable price not verified.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "pam-specialist-0",
          "url": "https://www.pam.ai/ford",
          "title": "Ford program and service campaigns",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "pam-specialist-1",
          "url": "https://www.pam.ai/ai-for-dealership-dms-integration",
          "title": "Deployment-qualified DMS integration",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "pam-specialist-2",
          "url": "https://www.forddirect.com/solutions",
          "title": "Official FordDirect solutions",
          "published_at": null,
          "checked_at": "2026-10-16"
        }
      ],
      "confidence": "specific_primary",
      "limitations": [
        "Expired September 30, 2026 promotion excluded. Historical broader write claims do not prove current deployment permissions."
      ],
      "marketplace_links": [

      ],
      "research_depth": "specialist_review"
    },
    {
      "id": "podium",
      "name": "Podium",
      "vendor": "Podium",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Messaging and service AI, with documented Tekion scheduling support.",
      "ford": {
        "status": "documented",
        "program": "FordDirect partner",
        "note": "Official partner listing; product and dealer eligibility still require confirmation.",
        "source_ids": [
          "podium-specialist-1"
        ]
      },
      "tekion": {
        "status": "documented",
        "note": "October 6, 2026 integration guide names Tekion service scheduling. Appointment writes do not establish general RO or accounting writes.",
        "source_ids": [
          "podium-specialist-0"
        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "podium-broad-0"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Supported Tekion service scheduling.",
          "source_ids": [
            "podium-specialist-0"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "podium-broad-0"
          ]
        },
        "dms_write": {
          "status": "documented",
          "note": "Service appointment creation only in this evidence.",
          "source_ids": [
            "podium-specialist-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Unified conversation workflow.",
          "source_ids": [
            "podium-specialist-0"
          ]
        },
        "ai_autonomous": {
          "status": "documented",
          "note": "Service and Voice AI scope depends on deployment.",
          "source_ids": [
            "podium-specialist-0"
          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "podium-broad-0",
          "url": "https://automotive.podium.com/solutions/service",
          "title": "Podium: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "podium-specialist-0",
          "url": "https://automotive.podium.com/resources/article/podium-integrations",
          "title": "Podium integration guide",
          "published_at": "2026-10-06",
          "checked_at": "2026-10-16"
        },
        {
          "id": "podium-specialist-1",
          "url": "https://www.forddirect.com/partners",
          "title": "Official FordDirect partners",
          "published_at": null,
          "checked_at": "2026-10-16"
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "specialist_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "quik",
      "name": "Quik",
      "vendor": "Quik",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "Service workflow messages for welcome, MPI, estimates, approval, payment/ready and declined work. Parts integration and approved-ASR writes apply only to select DMS systems.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quik-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quik-broad-0"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quik-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quik-broad-0"
          ]
        },
        "mpi_media": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quik-broad-0"
          ]
        },
        "approvals": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quik-broad-0"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quik-broad-0"
          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "quik-broad-0",
          "url": "https://www.quik.auto/solutions",
          "title": "Quik: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "initial_feature_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "quo-formerly-openphone-",
      "name": "Quo (formerly OpenPhone)",
      "vendor": "Quo (formerly OpenPhone)",
      "aliases": [
        "OpenPhone"
      ],
      "category": "general_messaging",
      "summary": "Shared-number business SMS/MMS, automation and API/CRM connections; dealer RO integration unverified.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quo-formerly-openphone--broad-0"
          ]
        },
        "mms_native": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quo-formerly-openphone--broad-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quo-formerly-openphone--broad-0"
          ]
        },
        "api": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quo-formerly-openphone--broad-0"
          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "quo-formerly-openphone--broad-0",
          "url": "https://www.quo.com/product/messaging/group-texting",
          "title": "Quo (formerly OpenPhone): product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "quorum-xsellerator-communicator",
      "name": "Quorum XSellerator Communicator",
      "vendor": "Quorum XSellerator Communicator",
      "aliases": [

      ],
      "category": "native_dms",
      "summary": "Historical documentation covers two-way SMS/email, event triggers and transaction history. The 2017 source needs current packaging revalidation.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quorum-xsellerator-communicator-broad-0"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quorum-xsellerator-communicator-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "quorum-xsellerator-communicator-broad-0"
          ]
        },
        "conversation_history": {
          "status": "documented",
          "note": "Conversation history; immutable audit log not established.",
          "source_ids": [
            "quorum-xsellerator-communicator-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "quorum-xsellerator-communicator-broad-0",
          "url": "https://quoruminformationsystems.com/2017/01/25/2380/",
          "title": "Quorum XSellerator Communicator: product evidence",
          "checked_at": "2026-10-16",
          "published_at": "2017-01-25"
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "reynolds-and-reynolds-era-text-messaging",
      "name": "Reynolds and Reynolds ERA Text Messaging",
      "vendor": "Reynolds and Reynolds ERA Text Messaging",
      "aliases": [
        "ReyText"
      ],
      "category": "native_dms",
      "summary": "ERA-IGNITE texting dashboard with RO/advisor context, stored replies and consent preferences.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "reynolds-and-reynolds-era-text-messaging-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "reynolds-and-reynolds-era-text-messaging-broad-0"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "reynolds-and-reynolds-era-text-messaging-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "reynolds-and-reynolds-era-text-messaging-broad-0"
          ]
        },
        "opt_out": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "reynolds-and-reynolds-era-text-messaging-broad-0"
          ]
        },
        "conversation_history": {
          "status": "documented",
          "note": "Conversation history; immutable audit log not established.",
          "source_ids": [
            "reynolds-and-reynolds-era-text-messaging-broad-0"
          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "reynolds-and-reynolds-era-text-messaging-broad-0",
          "url": "https://www.reyrey.com/solutions/upselling-and-customer-communication/text-messaging-era",
          "title": "Reynolds and Reynolds ERA Text Messaging: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "initial_feature_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "sakari",
      "name": "Sakari",
      "vendor": "Sakari",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Automotive workforce SMS case study establishes adjacent use; advisor-to-customer dealership fit unverified.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "sakari-broad-0",
          "url": "https://sakari.io/case-studies/safelite?hs_amp=true",
          "title": "Sakari: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "simpletexting",
      "name": "SimpleTexting",
      "vendor": "SimpleTexting",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "General SMS with dealer service reminders and parts-ready alert use cases; deeper fit unreviewed.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "simpletexting-broad-0",
          "url": "https://simpletexting.com/blog/text-alerts-for-business/",
          "title": "SimpleTexting: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "singlethread",
      "name": "Singlethread",
      "vendor": "Singlethread",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "Dealer-service texting, automatic messages, media and merchant-account payment integration. Vendor claims certified real-time DMS integration; connector scope is unresolved.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "singlethread-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "singlethread-broad-0"
          ]
        },
        "mpi_media": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "singlethread-broad-0"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "singlethread-broad-0"
          ]
        },
        "retention": {
          "status": "documented",
          "note": "Vendor promises indefinite media storage; verify contractual retention, deletion and export.",
          "source_ids": [
            "singlethread-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "singlethread-broad-0",
          "url": "https://www.singlethread.com/text.html",
          "title": "Singlethread: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "initial_feature_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "solera-service-suite-autopoint",
      "name": "Solera Service Suite / AutoPoint",
      "vendor": "Solera Service Suite / AutoPoint",
      "aliases": [
        "RedCap Service Suite",
        "AutoPoint"
      ],
      "category": "dedicated_service",
      "summary": "Related family spans in-visit Service Suite and AutoPoint lifecycle marketing. These are not identical products or a proven single inbox.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "ro_context": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "solera-service-suite-autopoint-broad-0"
          ]
        },
        "approvals": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "solera-service-suite-autopoint-broad-0"
          ]
        },
        "two_way_sms": {
          "status": "documented",
          "note": "Two-way texting using dealership-wide number.",
          "source_ids": [
            "solera-service-suite-autopoint-broad-1"
          ]
        },
        "mpi_media": {
          "status": "documented",
          "note": "AutoPoint inspection family.",
          "source_ids": [
            "solera-service-suite-autopoint-broad-2"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "AutoPoint scheduling family.",
          "source_ids": [
            "solera-service-suite-autopoint-broad-2"
          ]
        },
        "multi_rooftop": {
          "status": "documented",
          "note": "AutoPoint group workflow; confirm exact package.",
          "source_ids": [
            "solera-service-suite-autopoint-broad-2"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Lifecycle SMS, recall/deferred-work campaigns; not unified in-visit messaging proof.",
          "source_ids": [
            "solera-service-suite-autopoint-broad-3"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "solera-service-suite-autopoint-broad-0",
          "url": "https://www.servicesuite.solera.com/messaging-communication/",
          "title": "Solera Service Suite / AutoPoint: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "solera-service-suite-autopoint-broad-1",
          "url": "https://www.servicesuite.solera.com/driver-app/",
          "title": "Service Suite driver app",
          "checked_at": "2026-10-16",
          "published_at": null,
          "access_note": "Research-worker evidence; release recheck blocked (HTTP 403), not independently revalidated in this pass."
        },
        {
          "id": "solera-service-suite-autopoint-broad-2",
          "url": "https://www.dealer.solera.com/products/autopoint/",
          "title": "AutoPoint family",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "solera-service-suite-autopoint-broad-3",
          "url": "https://www.dealer.solera.com/products/autopoint/service-journey/",
          "title": "AutoPoint service journey",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "initial_feature_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "stella",
      "name": "STELLA Automotive AI",
      "vendor": "STELLA Automotive AI",
      "aliases": [

      ],
      "category": "adjacent_ai",
      "summary": "Service AI across voice, SMS and email, with outbound retention workflows.",
      "ford": {
        "status": "documented",
        "program": "FordDirect strategic vendor",
        "note": "August 12, 2026 announcement; co-op eligibility is vendor claimed and product-specific.",
        "source_ids": [
          "stella-specialist-0"
        ]
      },
      "tekion": {
        "status": "documented",
        "note": "Vendor service-booking expansion page explicitly names Tekion DMS; precise read/write and appointment change/cancel scope remains unknown.",
        "source_ids": [
          "stella-specialist-1"
        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Voice, SMS and email engagement.",
          "source_ids": [
            "stella-specialist-0"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Service booking; exact Tekion action scope unknown.",
          "source_ids": [
            "stella-specialist-1"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "stella-broad-0"
          ]
        },
        "multilingual": {
          "status": "documented",
          "note": "English, Spanish and Canadian French.",
          "source_ids": [
            "stella-specialist-0"
          ]
        },
        "ai_autonomous": {
          "status": "documented",
          "note": "Service AI and outbound recall/retention workflows.",
          "source_ids": [
            "stella-specialist-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "stella-broad-0",
          "url": "https://stellaautomotive.com/integrating-ai-texting-for-smarter-automotive-services/",
          "title": "STELLA Automotive AI: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "stella-specialist-0",
          "url": "https://stellaautomotive.com/ford-direct/",
          "title": "FordDirect program",
          "published_at": "2026-08-12",
          "checked_at": "2026-10-16"
        },
        {
          "id": "stella-specialist-1",
          "url": "https://stellaautomotive.com/stella-service-booking-ai-unleashes-expanded-connectivity/",
          "title": "Expanded service-booking connections",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "stella-specialist-2",
          "url": "https://stellaautomotive.com/toma-dealers/",
          "title": "Toma dealer transition",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "stella-specialist-3",
          "url": "https://www.forddirect.com/solutions",
          "title": "Official FordDirect solutions",
          "published_at": null,
          "checked_at": "2026-10-16"
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "specialist_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested.",
        "Toma dealer transition is separately tracked; do not count shared/transitioned accounts as independent vendors."
      ],
      "marketplace_links": [
        "/automotive-marketplaces/stella-cdk.html",
        "/automotive-marketplaces/stella-tekion.html"
      ]
    },
    {
      "id": "text-request",
      "name": "Text Request",
      "vendor": "Text Request",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Dealer/shop SMS use cases and existing-number texting; detailed DMS service depth unreviewed.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "text-request-broad-0",
          "url": "https://www.textrequest.com/playbooks/automotive",
          "title": "Text Request: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "text2drive-dealerlogix",
      "name": "TEXT2DRIVE / Dealerlogix",
      "vendor": "TEXT2DRIVE / Dealerlogix",
      "aliases": [
        "TEXT2DRIVE",
        "Dealerlogix",
        "Vehlo"
      ],
      "category": "dedicated_service",
      "summary": "Related Vehlo products grouped to avoid counting shared technology as independent vendors. TEXT2DRIVE focuses on retention texting; Dealerlogix adds a service suite.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "text2drive-dealerlogix-broad-0"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "text2drive-dealerlogix-broad-0"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "text2drive-dealerlogix-broad-0"
          ]
        },
        "approvals": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "text2drive-dealerlogix-broad-0"
          ]
        },
        "mpi_media": {
          "status": "documented",
          "note": "Dealerlogix suite; not automatically included in TEXT2DRIVE.",
          "source_ids": [
            "text2drive-dealerlogix-broad-1"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Dealerlogix suite; confirm purchased product.",
          "source_ids": [
            "text2drive-dealerlogix-broad-1"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Dealerlogix suite; confirm purchased product.",
          "source_ids": [
            "text2drive-dealerlogix-broad-1"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "text2drive-dealerlogix-broad-0",
          "url": "https://text2drive.com/gm-service-lane-communication/",
          "title": "TEXT2DRIVE / Dealerlogix: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "text2drive-dealerlogix-broad-1",
          "url": "https://dealerlogix.com/dealerlogix-volkswagen-econnect-program-press-release/",
          "title": "Dealerlogix product relationship",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "initial_feature_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [
        "/automotive-marketplaces/dealerlogix-cdk.html"
      ]
    },
    {
      "id": "textedly",
      "name": "Textedly",
      "vendor": "Textedly",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "Automotive marketing/reminder SMS and AI-texting use cases; detailed service workflow unreviewed.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "textedly-broad-0",
          "url": "https://www.textedly.com/blog/grow-your-auto-repair-business-with-text-marketing",
          "title": "Textedly: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "textline",
      "name": "Textline",
      "vendor": "Textline",
      "aliases": [

      ],
      "category": "general_messaging",
      "summary": "General business texting with automotive reminders; dealer-native workflow fit unreviewed.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "textline-broad-0",
          "url": "https://www.textline.com/blog/appointment-reminder-texts",
          "title": "Textline: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "toma",
      "name": "Toma",
      "vendor": "Toma",
      "aliases": [

      ],
      "category": "legacy_alias",
      "summary": "Transition-status dealership AI integration lead; current commercial status needs confirmation.",
      "ford": {
        "status": "unknown",
        "note": "Not established by the reviewed public evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "documented",
        "note": "Public knowledge base lists Tekion and a setup guide; inspected evidence does not establish object scope or service-texting depth.",
        "source_ids": [
          "toma-specialist-0"
        ]
      },
      "features": {
        "two_way_sms": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "approvals": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "payments": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "Current applicable price not verified.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "toma-specialist-0",
          "url": "https://kb.toma.com/tomas-supported-integrations",
          "title": "Supported integrations",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "toma-specialist-1",
          "url": "https://kb.toma.com/how-to-integrate-toma-with-tekion",
          "title": "Tekion setup guide",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "toma-specialist-2",
          "url": "https://stellaautomotive.com/toma-dealers/",
          "title": "STELLA transition announcement",
          "published_at": null,
          "checked_at": "2026-10-16"
        }
      ],
      "confidence": "specific_primary",
      "limitations": [
        "STELLA advertises a strategic partnership to transition Toma dealers. Not counted as an unquestionably independent active competitor."
      ],
      "marketplace_links": [
        "/automotive-marketplaces/toma-tekion.html"
      ],
      "research_depth": "specialist_review"
    },
    {
      "id": "truvideo",
      "name": "TruVideo",
      "vendor": "TruVideo",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "Video-centered service communication, estimates, line-item approvals and payment. CDK ServiceView is a separate purchasing route powered by TruVideo.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "truvideo-broad-0"
          ]
        },
        "mpi_media": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "truvideo-broad-0"
          ]
        },
        "approvals": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "truvideo-broad-0"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "truvideo-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "truvideo-broad-0",
          "url": "https://truvideo.com/platform/",
          "title": "TruVideo: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "initial_feature_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "updatepromise",
      "name": "UpdatePromise",
      "vendor": "UpdatePromise",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "Customer messaging and digital fixed-operations workflows.",
      "ford": {
        "status": "documented",
        "program": "Ford Video Check preferred partner",
        "note": "Vendor reports Ford Video Check / 2026 Ford Commitment Program inclusion.",
        "source_ids": [
          "updatepromise-specialist-0"
        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Not established by the reviewed public evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Two-way service messaging.",
          "source_ids": [
            "updatepromise-specialist-1"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "updatepromise-broad-0"
          ]
        },
        "mpi_media": {
          "status": "documented",
          "note": "Technician video and MPI.",
          "source_ids": [
            "updatepromise-specialist-1"
          ]
        },
        "approvals": {
          "status": "documented",
          "note": "Digital repair approvals.",
          "source_ids": [
            "updatepromise-specialist-1"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Customer payments.",
          "source_ids": [
            "updatepromise-specialist-1"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Service scheduling.",
          "source_ids": [
            "updatepromise-specialist-1"
          ]
        },
        "ai_assist": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "updatepromise-broad-0"
          ]
        },
        "multi_rooftop": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "updatepromise-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "updatepromise-broad-0",
          "url": "https://www.updatepromise.com/",
          "title": "UpdatePromise: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        },
        {
          "id": "updatepromise-specialist-0",
          "url": "https://www.updatepromise.com/oem-page-ford/",
          "title": "Ford Video Check program",
          "published_at": null,
          "checked_at": "2026-10-16"
        },
        {
          "id": "updatepromise-specialist-1",
          "url": "https://www.updatepromise.com/",
          "title": "Fixed-operations platform",
          "published_at": null,
          "checked_at": "2026-10-16"
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "specialist_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "venuevision",
      "name": "VenueVision",
      "vendor": "VenueVision",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "autoTEXT, Appointment Hub, Mobile Cashier, Digital Estimates, TechVideos and missed-call tools; module scope needs deeper review.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "venuevision-broad-0"
          ]
        },
        "approvals": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "venuevision-broad-0"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "venuevision-broad-0"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ro_context": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mpi_media": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "scheduling": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "automated_milestones": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "venuevision-broad-0",
          "url": "https://www3.venuevision.com/",
          "title": "VenueVision: product evidence",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "discovery_only",
      "research_depth": "discovery_lead",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [

      ]
    },
    {
      "id": "xtime",
      "name": "Xtime",
      "vendor": "Xtime",
      "aliases": [

      ],
      "category": "dedicated_service",
      "summary": "Service suite with Schedule, Engage, Inspect, Texting and Enhanced Multi-Media. The cited 2023 OEM brochure is historical; verify current packaging.",
      "ford": {
        "status": "unknown",
        "program": "Not established",
        "note": "No specific Ford program established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "tekion": {
        "status": "unknown",
        "note": "Tekion relationship not established in reviewed evidence.",
        "source_ids": [

        ]
      },
      "features": {
        "two_way_sms": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "xtime-broad-0"
          ]
        },
        "mpi_media": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "xtime-broad-0"
          ]
        },
        "approvals": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "xtime-broad-0"
          ]
        },
        "payments": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "xtime-broad-0"
          ]
        },
        "scheduling": {
          "status": "documented",
          "note": "Vendor-reported capability; module and deployment scope require confirmation.",
          "source_ids": [
            "xtime-broad-0"
          ]
        },
        "ro_context": {
          "status": "documented",
          "note": "Inspect add-on links customer to live vehicle progress.",
          "source_ids": [
            "xtime-broad-1"
          ]
        },
        "automated_milestones": {
          "status": "documented",
          "note": "Initial check-in SMS links to progress; not proof of an SMS at every status change.",
          "source_ids": [
            "xtime-broad-1"
          ]
        },
        "shared_inbox": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_read": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "dms_write": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_assist": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "ai_autonomous": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "opt_out": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "audit": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "api": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "export": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multilingual": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_payment_writeback": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "tekion_autobooking": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "mms_native": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "voice_to_text": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "multi_rooftop": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "webhooks": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "conversation_history": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        },
        "retention": {
          "status": "unknown",
          "note": "Not established by the reviewed public evidence.",
          "source_ids": [

          ]
        }
      },
      "pricing": {
        "status": "unknown",
        "note": "No validated current applicable price captured.",
        "source_ids": [

        ]
      },
      "sources": [
        {
          "id": "xtime-broad-0",
          "url": "https://xtime.com/wp-content/uploads/sites/2/2023/01/XTIME-Subaru-Spectrum-Brochure-2023.pdf",
          "title": "Xtime: product evidence",
          "checked_at": "2026-10-16",
          "published_at": "2023-01"
        },
        {
          "id": "xtime-broad-1",
          "url": "https://cloud.e.xtime.com/servicetracker/",
          "title": "Service Tracker",
          "checked_at": "2026-10-16",
          "published_at": null
        }
      ],
      "confidence": "specific_primary",
      "research_depth": "initial_feature_review",
      "limitations": [
        "Vendor evidence only; no installed integration tested."
      ],
      "marketplace_links": [
        "/automotive-marketplaces/xtime-cdk.html"
      ]
    }
  ],
  "feature_labels": {
    "audit": "Immutable audit log",
    "ai_assist": "AI assistance / engagement",
    "ai_autonomous": "AI autonomous workflow",
    "mms_native": "Native MMS (not video links)",
    "conversation_history": "Conversation history (not immutable audit)",
    "dms_read": "DMS reads — see platform scope",
    "dms_write": "DMS writes — see platform scope",
    "tekion_payment_writeback": "Tekion payment writeback",
    "tekion_autobooking": "Tekion automatic appointment booking",
    "automated_milestones": "Automated reminders / workflow messages",
    "opt_out": "Consent / opt-out",
    "mpi_media": "Video / inspection media",
    "approvals": "Estimates / repair approval",
    "multi_rooftop": "Multiple rooftops"
  }
}
