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AI for Insurance

19 ready-to-build AI use cases for insurance 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.
19use casesfor Insurance
6kinds of jobthe bars below
1,364sample documentsin these kits’ data
1,629test casesgraded by code
150failures namedcase by case

What these kits do

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Where they slip, and where to watch

Across 150 named failures

  • Added or dropped an item · 27%
  • Applied the wrong rule · 20%
  • Cited the wrong source · 20%

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All 19 kits

InsuranceUC0011Find customers entered twice in an insurer's customer list120 pairs measuredInsuranceUC0156Check what an insurance endorsement changed, and when270 endorsement effect-check packs measuredInsuranceUC0172Catch a life-policy replacement nobody disclosed260 life new-business files measuredInsuranceUC0214Find who else owes on an insurance claim60 loss files measuredInsuranceUC0215Compare two car-repair estimates, line by line60 pairs of estimates measuredInsuranceUC0249Catch the injury a claim header misses62 incident reports measuredInsuranceUC0277Catch the fraud indicators in an insurance claim file64 claim file measuredInsuranceUC0302Check a life policy's data page against what was signed62 life new business issue packet measuredInsuranceUC0331Check a reinsurer's share of one policy's premium63 cession file measuredInsuranceUC0360Turn a driver's walkaround video into an insurer's claim recordvideo30 vehicle walkarounds measured · 222 pagesInsuranceUC0362Catch a duplicate insurance claim before it opens twice64 candidate pair sheets measuredInsuranceUC0398Check a business insurance renewal against the expiring policy63 renewal packs measuredInsuranceUC0473Answer a claimant's status question from their own claim file64 claim files measuredInsuranceUC0505Check a clinic's injury-claim bill against its records64 bill packages measuredInsuranceUC0539Draft an insurer's loss notice to its reinsurer64 claim files measuredInsuranceUC0564Draft an insurer's reinstatement letter from the policyholder's no-loss statement65 reinstatement packets measuredInsuranceUC0567Check a broker submission against the insurer's own appetite guide64 broker submissions measuredInsuranceUC0588Draft a business insurance quote letter from the underwriter's notes66 quote packets measuredInsuranceUC0610Turn a life applicant's physician statement into an impairment timeline64 attending physician statements measured

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