No public source defines every car ever built, and “model” can mean a nameplate, generation, trim, market alias, prototype, or model year. We will not turn that ambiguity into a false 100% badge. Completeness here means reconciling a named, versioned source universe and showing the evidence behind every field.

The content percentages and identity-contract counts below are deliberately separate. A record can have useful history and specifications while its semantic level, category, alias review, or scope decision still needs work.

Catalog records
13,147
Marques represented
1,599
Complete across all 7 content dimensions
5,180
Missing at least 1 content dimension
7,967
Current snapshot

What the records actually contain

  • Sourced historyCatalog description, validated Wikipedia background, or reviewed editorial
    81.1%10,656 / 13,147
  • Production chronologyA sourced production start; market observations do not qualify
    74.2%9,761 / 13,147
  • OriginModel or marque origin, qualified and kept separate from registration market
    98.6%12,965 / 13,147
  • Vehicle classA sourced class or body-style assertion
    96.0%12,616 / 13,147
  • Technical factsSpecs, powertrain, production, economy, or other scoped evidence
    65.3%8,584 / 13,147
  • ImageryA record image from Wikimedia Commons or another named source
    72.7%9,563 / 13,147
  • Multiple datasetsThe identity appears in more than one ingested source
    57.9%7,612 / 13,147
Inclusion contract

What “complete” will mean

The working catalog centers on automobiles and qualifying complete road vehicles, organized as marque → nameplate → generation → market variant. The current 8-item unresolved scope-review queue flags legacy admitted records whose vehicle-class or body-style classifications contain selected two-wheeler or powersports terms, such as motorcycle, moped, scooter or autocycle. Each remaining flag is a review candidate, not an automatic exclusion. The pinned ledger has already resolved 283 other classifications: 22 included and 261 excluded. Trailer, caravan, component and other non-road records are not measured by this queue.

4,162 identity-field records still need review 8 legacy classifications remain in the two-wheeler or powersports review queue 13,762 records still need explicit nameplate, generation, or variant placement
  • 01
    Stable identity fields

    9,608 / 13,770 pipeline records satisfy the currently measured alias, source-entity-level, category, and provenance fields (69.8%). The pipeline ledger is broader than the public global projection.

  • 02
    Qualified chronology

    Production, model year, sale date, and registry observation stay distinct.

  • 03
    Geography with meaning

    Origin, assembly country, sales market, and registry market are separate facts.

  • 04
    Field-level provenance

    Every accepted assertion retains its source, retrieval date, licence, and confidence.

  • 05
    Alias review

    9,608 identities reviewed; 1,683 currently retain one or more source aliases.

  • 06
    Useful depth

    A sourced history plus technical, production, or market facts—not generated filler.