05 How we engage

Three steps. You can stop at any of them.

The first needs no contract, no NDA and no vendor onboarding, because it never leaves your building and does not need us to run it.

01

The Coverage Check

Free · offline · your IT runs it

One signed file your own team runs offline against a single export of closed claims. It reports what share of your claim population is actually inspected today, and where your own warranty engineers disagree with each other on failure cause.

  • Current inspected share of the claim population
  • Agreement rate between your own reviewers on the same claim
  • Agreement of our read against your historical failure coding
  • No network calls, no telemetry, nothing transmitted
No feeRuns on CPU
02

The Full Read

Fixed fee · fixed clock

Four weeks across your real claim corpus. The deliverable is a measured number on a jointly sampled, jointly signed held-out set. If the numbers do not justify a deployment, we say so.

  • Field-level accuracy on causal part and failure cause, with methodology
  • The failure envelope — claim types we refuse to adjudicate, and their frequency
  • Value of suspect claims your own investigators confirm
  • The versioned eval set and scoring harness, handed over as your property
FixedCredited against build
03

Standing Coverage

In production · inside your network

Every claim read as it lands, with an accuracy floor agreed in writing before we start — expressed as a fraction of the measured human ceiling, never as an absolute. If it is not met, we keep working at our cost until it is.

  • Deployed in your tenant or on-premises alongside the warranty system
  • Quarterly re-scoring against the frozen eval set
  • Drift monitoring and a model-change register
  • A named threshold at which we tell you to switch it off
AnnualVolume floor applies

08 Who we work with

Vehicle manufacturers and Tier-1 suppliers carrying a warranty reserve.

Sponsor

Head of Warranty · VP After-Sales Quality

Owns adjudication, dealer relationships and the audit sample. Has to defend both the payout and the coverage.

Economic buyer

CFO · Financial Controller

Owns the warranty reserve — an audited line whose accuracy currently rests on extrapolation from a sample.

Beneficiary

Head of Quality · Product Engineering

Needs failure signatures early enough to contain a build lot rather than announce a campaign.

Beneficiary

Internal Audit · Investigations

Needs the evidence, connections and reasoning behind every fraud signal — not just a flag.

— 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.