Hesper AI
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Exhibit · the model

Claims Investigation ROI Model

Two ways the platform pays for itself - capacity it frees today, and fraud leakage it recovers. Set your numbers; the case builds itself.

Blended return
21.0×
at 50% fraud recovery
Start from
AYour claims operation

The numbers you know

Five figures a claims leader can answer cold. Drag or type.

/yr
$
FTE
$
$
Avg claim paid
$800
Claims / FTE
2,667
Handling $/claim
$32
Labor cost returned as capacity30%
$382,500 of $1,275,000 labor
Platform cost per claim$2.50
$100,000 contract / yr
Fraud in the book10%
$3.2M of $32M paid
1Operational efficiency - the floor

What it returns before a single fraud is caught

Drawn from both spend pools: labor capacity reclaimed plus point-tool spend retired.

Labor - capacity reclaimed
$382,500
Software - tools retired
$120,000
Total efficiency value
$502,500
Net of contract
$402,500
Floor return
5.0×
Payback
2.4 mo
Capacity freed
4.5 FTE
1.2 FTEBreaks even at just 1.2 FTE of freed capacity - everything above it, and every dollar of fraud recovered, is upside.
2Fraud recovery matrix - what you have to believe

How much of the fraud does Hesper need to catch?

At 10% fraud in the book - $3.2M on $32M paid - here is what each recovery level returns, stacked on the floor. Pick the level you would defend.

Hesper recoversFraud recoveredBlended valueReturn
3The case

$2.1M returned on $100K spent.

The floor alone pays back in 2.4 months. Recovering 50% of the fraud in your book takes it to 21.0×.

Efficiency $503KFraud recovered $1.6MYour spend $100K
0$1.1M$2.1M
Net gain / yr
$2,002,500
Run this on your book

Model · 30% of SIU labor cost returns as reclaimed capacity · 100% of displaceable point-tool spend retired · platform at $2.50 / claim · fraud at 10% of net claims paid · directional, not a quote