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BLOG · FIELD OPERATIONS

Anatomy of a self-settling claim

A warranty claim is a story told to a sceptical audience. The claims that settle are the ones whose evidence was collected while the work happened — not reconstructed at month-end. A walk through the pipeline.

· Platform & Domain Architecture · · 7 min read

Ask a dealer principal about warranty claims and you will hear the same three complaints in some order: the OEM rejects too much, the paperwork takes too long, and nobody knows the real recovery rate. Ask the OEM's warranty team and you hear the mirror image: claims arrive late, incomplete, and occasionally imaginative. Both sides are describing the same defect — the claim is assembled after the fact, from memory, by someone who wasn't there.

The claim is the job card, reshaped

Everything a claim needs already exists at the moment the repair happens: the failed part and its replacement (parts lines), the work done (labour lines and timesheets), the machine's state (meter readings), the failure itself (photos, the old part retained), the entitlement (the contract on the asset). A claims process that re-collects any of this is a photocopier with extra steps. The design principle: capture once, on the job, as a by-product of doing the work — then let the claim be generated from it.

The payer is decided before the spanner turns

The quiet prerequisite is payer classification. Each job line inherits its route from the asset's contracts — warranty, service package, customer-pay, internal expense — before the work is done. That single design choice kills the two classic wounds at once: the covered repair billed to a furious customer, and the claimable repair silently absorbed as cost. It also means claim generation can be mechanical: covered lines are, by construction, already marked.

Generation, batching, and the line-level verdict

From there the pipeline is unglamorous and fast. Covered lines assemble into claims — per job, or swept in scheduled batches. Claims batch by payer and period, in the shape the payer expects. Decisions come back per line: approved quantities, rejected quantities, reclaim. And settlement is automatic on approval — the credit note raised, inventory adjusted where parts return, the claim stamped. The ageing of every open claim is visible the whole way.

Why line-level matters more than it sounds

Claims fail at line granularity: the part approved, the labour hours cut, one line of three rejected for a missing photo. A claims system that tracks whole-claim status turns every partial verdict into a manual side-ledger — which is where recovery rates go to die. Line-level decisions make the reclaim queue a real queue, and they make the analytics honest: rejection rate by failure code, by evidence type, by technician.

The pattern is the prize

Once claims settle from structured evidence, the meta-question becomes answerable: why do we lose the ones we lose? When 70% of rejections cite missing diagnostic photos and cluster in two locations, that is not a claims problem — it is a training problem with a two-name to-do list. The claim that settles itself is good; the rejection pattern that surfaces itself is better.

The machinery in product terms: the claims engine, applied as automotive warranty claims, network claims for manufacturers and trade claims in FMCG.

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