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How to lower your reserves with earlier evidence

August 26, 2026

Commercial auto liability posted roughly $6.4 billion in underwriting losses in 2024, and it has run a combined ratio above 100 every year since 2014, reaching 113% last year. Claim severity keeps climbing faster than carriers can reprice, driven by social inflation the claims department cannot control on its own.

You can't fix severity, You can fix LAE

You cannot underwrite your way out of severity that climbs faster than your book can reprice. Rate filings lag the losses they are meant to cover, and every renewal cycle you are pricing last year's verdict against next year's exposure. That gap is driven by social inflation, and the claims department cannot solve it.

The LAE line is different. Loss-adjustment expense is the cost of investigating, reconstructing, negotiating, and defending a claim, and on commercial auto liability it stacks up in the weeks after a loss when nobody yet knows who was at fault. An adjuster opens a file built on a phone call and a driver's account. To establish liability they order the police report, request the other carrier's version, sometimes commission an accident reconstruction, and wait. Each step is billable time and calendar time, and calendar time is where severity compounds.

Why the reserve stays too high

When liability is unclear at FNOL, the adjuster reserves for the worst plausible outcome, because under-reserving is the error that gets caught in audit. So the case reserve goes up to cover an exposure the carrier may not actually own. It sits there, inflated and locked, while the file waits for evidence that would let it come down.

Multiply that across a book and you get reserves that develop adversely, held high because the facts are late, not because the losses are certain. A conservative reserve is the correct response to missing evidence. The problem is how long the evidence stays missing.

Meanwhile the plaintiff's file is complete. Their attorney has the client, the injury, and a clean narrative from day one. When your side spends 90 days assembling what happened, the negotiating position that emerges is weaker than the facts warrant, and where verdicts run high, a weak position gets priced into the settlement.

The answer is sitting in the vehicle

On commercial auto, the fact that decides most liability questions, who was where, at what speed, braking or not, at the moment of impact, was captured by the truck's own telematics and dashcam before the driver reached for the phone. That data exists on the day of the loss. It just rarely reaches the person setting the reserve until weeks later, if at all.

Xtract connects the vehicle to the claims handler. It translates the telematics and dashcam data the vehicle generates into one incident record, delivered into your claims system at FNOL: the speed at impact, the braking profile, the g-force, the route each vehicle took, and the dashcam footage of the moment it happened. Because when the record arrives early and complete, the claim moves faster, liability is settled on the evidence instead of guesswork.

Settle the facts, tighten the reserve

When the evidence lands with the claim, the adjuster makes the liability call in the first hours rather than the sixth week. That does two things to the numbers behind that combined ratio. It cuts the LAE, because the investigation that used to run for weeks resolves against facts that were there on day one, with 80% faster processing at the FNOL stage and 85% of the FNOL form completed automatically. And it lets the reserve be set on what happened, so the number that gets booked is closer to the number that gets paid, and the adverse development that shows up in the year-end review shrinks.

That's every paragraph that touched a number. The rest of your doc is unchanged. If you want a source to cite on the combined-ratio line: AM Best via Insurance Journal.