Every claim gets a real check instead of a rubber stamp, and recoverable exposure is finally quantified and citable.
“One reviewer can't check every claim at scale, so they approve, and finance writes off the difference later.”
- Running in production
- Your data stays yours
- Operationally cost-effective
- Live in 2-4 weeks
- Pays for itself within 6 months

The day you're living now
Warranty claims.
- Is the same damage photo being reused across different claims and dealers?
- Is an invoice number being reused with a different total?
- Is the same vehicle being claimed twice?
- Is the claim past its warranty window?
- Was it approved the same day, with no time to cross-check anything?
- Does the damage match a pattern the maker specifically excludes from cover?
- Does the dealer's own paperwork contradict itself?
One person can't remember thousands of past invoice numbers, eyeball a photo against the maker's reference gallery, or trace one vehicle across months of claims while the phone is ringing. So they approve, and finance writes off the difference later.
Commercial vehicles.
- Which dealers truly understand a complaint, and which ones guess.
- How the best service centres fix a fault, versus the slow ones.
- Which parts fail, and under what load, terrain, climate, and use.
- Whether a fault was closed with a like-for-like part or a genuine upgrade.
- Which defects are quietly spreading into other parts.
- The shortest path from a new complaint to the right diagnosis.
Sales walks in without the story. Marketing claims reliability it can't back up. Service centres reinvent the wheel. R&D guesses.
The day after
Every claim gets a real check instead of a rubber stamp. Honest claims are paid faster, suspect ones get a human's attention before the money leaves, and your recoverable exposure is finally quantified and citable.
- Adjudication: A pre-computed verdict with evidence for every claim, so the desk verifies instead of guessing.
- Dealers and network: Honest claims clear with zero friction; repeat offenders surface in a way that's fair and on the record.
- Finance and the CFO: Recoverable exposure quantified per dealer, and leakage stopped before it becomes a year-end write-off.
Sales walks into fleet meetings with the real story. Marketing makes reliability claims that survive scrutiny. Service centres reach a proven fix faster. And R&D finally sees whether an upgrade worked, in the field, in numbers.
- Sales: Walks in with the story for every vehicle, plus an early warning list of fleets heading for trouble.
- Marketing: Reliability claims that trace back to a real root-cause analysis.
- R&D and reliability: Faults ranked by part and condition, and clear proof of whether a fix worked.
See it on your own documents.
A low-risk assessment first, then one agent live in 2-4 weeks.