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CASE STUDY

Insurer: GenAI Claims Summarization Across 1.8M Annual Claims

A global insurer deployed GenAI summarization on 1.8M annual claims, summarizing the case timeline at handler login. Average handle time down 41%.

May 9, 2026 · 2 min read · By admin
At a glance
41% CHANGE
Industry
BFSI
Topics
AI / ML · Generative AI · Now Intelligence / AI
Published
May 2026
Headline outcome
41% Average handle time: down 41%

Measured outcomes

What this programme actually delivered.

41%

Average handle time: down 41%

87%

Summary accuracy (handler-confirmed): 87%

+34

Handler satisfaction with tooling: +34 NPS

The challenge

Claims handlers at a global insurer spent the first 8-12 minutes of every claim review reading the case timeline (notes, attachments, prior decisions). GenAI summarization could compress that.

What we built

GenAI summarization grounded on the insurer’s claims corpus, with audit-trail and human-review enforcement. Handler sees a 3-paragraph summary at case open with explicit links to underlying evidence.

Outcomes

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