Sampling was a compute limit. It isn’t one any more.

Your warranty team audits a sample of dealer claims and pays the rest on trust. Actuora reads every claim, including the technician’s narrative, and joins them across dealers, VINs, technicians, parts and payments.

DEALER CLAIM POPULATION ONE TICK · ONE THOUSAND CLAIMS INSPECTED BY HAND — 4% READ IN FULL — 100%
Every claim you hold, at one tick per thousand. The marked ones are the share a team can reach by hand.
POPULATION / WARRANTY / DEALER CLAIMS Sampled · 4% audited
Tracks
Reading Full population Six build lots · failures reported as they arrive
> coverage --all-claims
FIG. 01 — THREE AGENTS, ONE CLAIM RECORD DEFECT, WARRANTY, FRAUD — SELECT ONE ON THE LEFT

01 The sample

The cause of a failure is written in the one field nobody reads.

Complaint, cause, correction — three free-text boxes where the technician says what actually happened, and a labour code that says what fit the dropdown.

Warranty systems adjudicate on coded fields: labour operation, causal part, failure code. Those are what a dealer had time to select. The narrative is where the truth sits — the handwritten annotation, the note that the customer had been back twice, the mention of a part that was never billed.

And a perfect reading of one claim still tells you nothing about collusion. A dealer inflating labour hours looks unremarkable alone. Four dealers in one region using the same unusual repair sequence, on the same model, in the same month, is not a claim-level pattern at all. It exists only between claims — which is why no sample, however carefully drawn, can contain it.

By the numbers
0%

Of the claim population read, narrative included.

0

Vehicle manufacturers running Actuora agents in production today.

0 hr

To produce an adjudication report. Measured before-state: one week.

0

Claim records sent to a public model API.

— Start here

Your closed claims are an answer key. Let us be graded against them.

Send us nothing. We send you one file, your own IT runs it offline against a single export of closed claims, and you keep what it finds either way.