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Cardinal Signal Research

The rooftop-grain record of automotive retail.

A census, not a survey — built from what 28,000 dealer websites actually publish, continuously re-verified.

How the numbers are made

Every figure carries its denominator and its capture window.

We count what’s detectable on the dealer’s own website, state the coverage, and count the unknowns. The full method is public.

How we know

The library

Five ways to read the market.

  • 01FlagshipAt launch

    The State of Dealership Technology 2026

    The full detection corpus — 20+ vendor categories across OEM, state, and group size.

    Cadence
    Annual
    Access
    Executive summary and charts free at launch · full report to the beta list
  • 02Cross-section

    Who Runs the Dealer Web: CMS Market Share by State

    Website vendor-of-record at 90%+ coverage, by state, OEM, and group.

    Cadence
    Quarterly share-shift after the second detection scan
    Access
    National top-line and one state free · 50-state tables by email
  • 03Scheduled

    The Service Lane Stack: Scheduler Landscape 2026

    Scheduler-of-record across 13,750+ rooftops, by OEM, state, and website co-install.

    Cadence
    Annual, with quarterly stat drops
    Access
    Findings free · benchmark tables by email
  • 04Scheduled

    The Consolidation Map: Who Owns America’s Dealerships

    The ownership-group registry — membership, geography, and brand mix. Version one is a structural census.

    Cadence
    Semi-annual
    Access
    Top-100 and the concentration story free · state directory by email
  • 05Scheduled

    The Dealership Org Chart: A Census of Who Runs America’s Stores

    The staff corpus — roughly 140,000 people, by role, department, and tier.

    Cadence
    Annual
    Access
    Findings free · role-by-region tables by email

The Signal Brief

One research note a month.

Three or four stats, one chart, and what’s coming next — founder-voiced. One-click unsubscribe, always.

Need a cut we didn’t publish — your category, your footprint, a target’s profile? Talk to me directly.

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