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About Voidgap

Claims triage agent

6 days4 hours

time to first decision

Client
Industry
Insurance
Region
Germany
Moves
BuildSecure
Kick-off to hand-over
7 weeks
Year
2025

01The void

Every claim came through the same inbox: mail, PDFs, photos, a note from the phone line. Twelve people sorted, keyed and routed by hand before anyone looked at the actual damage.

02Results

Time to first decision6 days4 hours
Claims handled without a touch0 %40 %
Misrouted claims9 %2 %

Sample figures. Replace with the numbers the client signed off.

03How we worked

  1. 01 · 1 dayFind the void

    Workshop with claims, IT and the works council. We picked one task: routing.

  2. 02 · 1 weeksScope & evals

    400 real claims labelled by the team. Gate: 95 % correct routing.

  3. 03 · 4 weeksBuild

    An agent reads mail and attachments, extracts, classifies and routes. Evals run on every change.

  4. 04 · 1 weeksSecure & comply

    Red-team on prompt injection through attachments. Payout decisions stay human.

  5. 05 · 1 weeksHand over

    Runbook, dashboard, two internal owners trained.

04What we built

  1. 01Inboxmail, PDF, photos
  2. 02Extractionfields, documents
  3. 03Classifierline, severity
  4. 04Rulescoverage, fraud flags
  5. 05 · controlHuman reviewexceptions only
  6. 06Claims systemrouted case

05Guardrails

  • Payout decisions are never automated
  • Prompt-injection tests on every release
  • AI Act classification documented and signed off

06Stack

LLM via EU endpointPythonPostgres + pgvectorEval harness in CIClaims system API

07In their words

slot · client quote

A quote from the process owner goes here, once they have approved it. No invented testimonials.

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Secure

Case #10

Your void could be
the next one.

A first call about your void. No deck. If it isn’t a fit, you’ll hear that too.

Find our void