Warranty, agentifieddemo

Warranty and after-sales, agentified

Four agents hand a checked claim to the next. A person still signs every goodwill payment and every supplier chargeback. Scripted demo, nothing here calls a model.

The value, sized

On a $5.0bn industrial business, warranty is $70m a year. The leakage inside it is $8.4m, what the people who process the claims cost.

Arithmetic, not modelling. Warranty runs at one to three percent of revenue, it is accrued on the balance sheet and the auditor tests the provision every year. The incumbent claims systems are rules engines with people around them; the agents sit on top of them, nothing is replaced. Move the revenue, switch the industry, open the assumptions.

$250m$5bn$50bn
Warranty spend, accrued
$70m1.4% of revenue · provision on the balance sheet, tested by the auditor
Leakage inside it
$8.4m12% of spend: overpaid labour, duplicates, out-of-policy approvals, defects never charged back
Leakage$8.4m
Claims team labour · 25k claims$0.9m
Supplier recovery gap
$8.4m18% of spend recovered from suppliers today, 30% where attribution is systematic
Addressable, every year
$16.8mLeakage plus recovery gap, before a single role changes
Assumptions · open and change them

Why finance owns it

The warranty provision sits on the balance sheet, the auditor tests it every year, and the claims actuals set next year's accrual rate. That makes this a CFO number, not only a service number. Every decision below lands in that number with its evidence attached.

Why leakage, not labour

The people who process claims cost a fraction of what slips past them: labour claimed above standard time, the same failure paid twice, approvals outside policy, supplier defects nobody charged back. The case is loss prevention. Nobody's job is the saving.

The honest test

Run the four claims below. Each is one leakage path: a clean claim that should go touchless, an out-of-policy claim that needs goodwill, a duplicate that must be blocked, and a supplier defect that must be recovered. A person still signs the money.

Spend defaults sit inside the one to three percent of revenue band Warranty Week reports across auto, industrial equipment and appliance manufacturers. Leakage share, cost per claim and recovery rates are illustrative assumptions, set per industry and open to change above. Illustrative of scale, not a commitment.

01
Intake and validationClaims in any format, structured and checked for completeness against the fleet and telemetry
Idle
02
Entitlement and policyCoverage, term, usage, exclusions, duplicates and prior repairs against the product and policy ontology
Idle
03
AdjudicationParts and labour against standard times and price files. Flags what does not agree, never forces it
Idle
04
Supplier recoveryAttributes root cause to a supplier batch, prices the chargeback under the supply agreement, chases it
Idle
Human · Goodwill and recovery approval

Nothing on this page pays a claim or charges a supplier without a person.

The agents prepare the decision and its evidence. The warranty manager signs it.

No items awaiting approval yet.
0Claims processed
Touchless to gate
$0Leakage prevented
$0Supplier recovery raised
0Human decisions signed
Demo of agents 01 to 04 of the warranty chain, in three industries. Deterministic and scripted: same claim, same evidence, every time. Agent 03 flags rather than forces, and this page never pays a claim or charges a supplier on its own.