Insurance Nerds - Insuring Tomorrow

The Claim Signal That Never Gets Filed

Written by Nicholas Lamparelli | Aug 20, 2026, 6:15:08 PM

Every claims organization has two systems of record. One is the claim system. The other is an inbox.

The first is governed, audited, and reportable. The second is where a surprising amount of the actual risk arrives. A first notice of loss comes in with an attachment nobody opens. A carrier receives a letter of representation and treats it as correspondence rather than as the moment litigation exposure changed. A records request lands with a statutory clock attached, and the clock starts running whether or not anyone codes it.

None of this happens because claims professionals are careless. It happens because the volume is enormous and the intake process was designed around structured data. If information arrives in a field, it gets captured. If it arrives as an email, a PDF, or a scanned fax, it depends on whether the person reading it that day recognizes what they are holding.

The cost shows up later, and it rarely gets attributed to intake. A fraud indicator that was visible in week one surfaces in month six, after the reserve is set and the file has moved. A litigation signal is missed and the claim settles higher than it should have. An audit asks how a document was handled and the honest answer is that it was handled by someone who is no longer at the company.

What changes this is not another rule in the claim system. It is moving recognition upstream, to the point of receipt. When every inbound document on a claim is read, classified, and routed the moment it arrives, the questions change. Triage happens against what was actually sent rather than what was keyed. Leakage narrows because the expensive signals get caught while they are still cheap. Audit readiness stops being a reconstruction exercise, because the record of what arrived and what was done with it exists by default.

This is no longer theoretical. It is running in production at scale inside a US carrier today.

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Sean Chou, Cofounder and CEO of Isomer AI, and Prashant Hinge, Chief Information and Transformation Officer at MSIG USA, walk through what their deployment caught, what it changed, and what proved harder than expected. Meredith Barnes-Cooke of Datos brings the broader market view. Nick Lamparelli moderates.

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