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AI for Automotive

16 ready-to-build AI use cases for automotive teams, each built and tested on sample data. Open any kit to see how it was measured and where it fails.

Measured on sample data, not asserted. Every number lives on the kit’s own board.
16use casesfor Automotive
6kinds of jobthe bars below
1,102sample documentsin these kits’ data
1,327test casesgraded by code
84failures namedcase by case

What these kits do

Pick a job to narrow the tiles below.

Where they slip, and where to watch

Across 84 named failures

  • Applied the wrong rule · 33%
  • Cited the wrong source · 24%
  • Added or dropped an item · 23%

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All 16 kits

AutomotiveUC0046Check if a dealer warranty claim is really covered55 warranty claims measuredAutomotiveUC0087Catch a dealer's warranty claims turning into a pattern160 dealer readings measuredAutomotiveUC0104Catch a car warranty reserve going bad120 reserve extracts measuredAutomotiveUC0163Decide a car dealer's warranty claim, line by line270 warranty claim review packs measuredAutomotiveUC0188Catch a wrong labor code on a repair order36 repair orders measuredAutomotiveUC0265Recover a warranty claim's cost from its parts supplier60 supplier warranty recovery packets measuredAutomotiveUC0283Audit a car dealer's deal file for missing paperwork64 deal jackets measuredAutomotiveUC0308Decide whether one vehicle belongs in a recall60 unit traceability records measuredAutomotiveUC0339Recheck a car dealer's cancellation refund62 cancellation packet measuredAutomotiveUC0375Check a car dealer's rate and fee charges60 deal jackets measuredAutomotiveUC0406Reconcile a car dealer's floorplan loan payoff62 floorplan payoff files measuredAutomotiveUC0421Check a dealer's warranty claim against the repair manual60 submitted warranty claim packets measuredAutomotiveUC0481Check the evidence behind a dealer's goodwill request64 goodwill request files measuredAutomotiveUC0512Build a vehicle's repair history and count its days out64 vehicle case files measuredAutomotiveUC0546Catch a car deal claiming incentives that can't combine64 claimed stacks measuredAutomotiveUC0577Check every connected-car data share against the owner's consent66 shares measured

Rebuilt from the kit files at every deploy · last deploy before this build: 18 Oct 2026