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Claims Triage AI

Claims Triage AI

Claims Triage AI

A UK insurer cut first-response time from 4 days to 6 hours with a document-understanding pipeline handling 40k claims a month.

Meridian handled 40,000 claims a month through a manual triage desk. First response averaged four working days, and the backlog grew every quarter.

We built a document-understanding pipeline that extracts structured facts from submitted packs, scores complexity, and routes each claim to the right handler. A human reviews every decision above a confidence threshold, and the model is retrained monthly by Meridian’s own data team.

Results

  • First response: 4 days → 6 hours
  • Straight-through processing on 38% of claims
  • Delivered in 7 weeks, handed over in week 8
  • Retrained in-house since month three

Fully scalable

Built to carry several times the volume it launched with, with the load test that proves it handed over alongside the code.

Streamlined process

Two-week increments in the client’s own repositories, with their engineers pairing throughout rather than reviewing at the end.

Client

Meridian Insurance

Services

AI & Machine Learning, Data Platforms

Delivered

March 2026

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