Wintrage Technologies
Insurance

Fairway Insurance

Cutting claims processing from days to minutes

Manual claims review created a multi-day backlog. We automated document intake and triage with a human-in-the-loop review step.

95%

Faster initial review

4 days → 12 min

Avg processing time

0

Backlog after Q1

18 weeks

Engagement length

4 engineers

Team size

The challenge

Fairway processed insurance claims manually, with adjusters reading every submitted document by hand. Average processing time stretched to four days, and the backlog grew faster than the team could review it.


Our approach

We built an automated intake pipeline that classified documents, extracted structured claim data, and flagged anomalies for adjuster review — keeping a human in the loop for every approval decision rather than fully automating it. Adjusters now review pre-structured claims instead of raw documents.


The result

Routine claims that took days now clear initial review in minutes, the claims backlog cleared within the first quarter post-launch, and adjusters report higher confidence in flagged edge cases.

Built with

Python
AWS Textract
PostgreSQL
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