CommunityJev Tools & CLIs
Claim Triage
An insurance claim triage tool that classifies loss type, scores documentation completeness, and flags fraud indicators in a first-notice-of-loss narrative, routing claims without denying any or setting a payout.
- Published by
- Community
- Author
- Northwind Claims
- Last verified
- Oct 2026
- Languages
- Python
- Capabilities
- Open sourceRequires API key
Highlights
- Reads a first-notice-of-loss narrative and a document checklist instead of a transaction ledger.
- Classifies loss type, scores documentation, and flags fraud indicators in one request.
- Routes suspicious claims to an investigation queue and never denies or prices a claim.
- Logs state, questions, answers, model version, and thresholds for later audit.
Watch out
A screening aid for adjusters, not a claims decision; the fraud flag is a routing signal, and document images must be reduced to extracted fields because the model is text-only.
Questions about this entry
Short answers drawn from the linked project or page.
It classifies the claim's damage or loss type, scores documentation completeness, and flags a Noul for suspected fraud indicators, so an adjuster sees the highest-value claims first and the incomplete ones go back for documents.
Those score transactions. This one reads a first-notice-of-loss narrative and a document checklist, so it works on prose and attachments rather than a transaction ledger.
No. It is a screening signal that routes a claim to a special-investigation queue, and the README states the tool never denies a claim or sets a payout.
Jev is text-only, so documents are described by extracted fields and a short checklist rather than passed as images; image inspection is left to a separate system the README points to.
Every decision stores the narrative state, the question set, the answers, the model version, and the thresholds applied, so a later review can reconstruct why a claim was routed the way it was.
Python 3.12, a Typesafe key, and a de-identified claim fixture. The repo includes a harness for measuring agreement against a set of claims an adjuster already labelled.
Reactions & coverage
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