Renewal scoring that reads twenty years of claims history

A Fortune 500 insurerInsurance2025

Underwriters were pricing renewals from a spreadsheet and a memory of the account. We built a scoring service over two decades of claims and exposed it as an explanation, not a number — every score arrives with the three factors that moved it.

Under NDA

The problem

Placeholder narrative. Replace with the real account of what the client came to us with, what constraints shaped the work, and what was actually at stake commercially.

What we built

Placeholder narrative. Replace with the architecture decisions worth defending, the trade-offs taken, and the parts a technical reader would want to interrogate.

Where it landed

Placeholder narrative. Replace with measured outcomes only — every figure on this page needs to be one the client would confirm.

What shipped

Twenty years of claims ingested
Every score carries its reasons
Underwriter override loop
Drift monitoring in production

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Renewal scoring that reads twenty years of claims history

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