Case studies

Work we've shipped into production.

A sample of engagements below. Details are anonymized where clients prefer it — happy to share deeper specifics on a call.


Financial services

Cutting claims review time from days to hours

A mid-size insurer was routing every incoming claim through manual document review, creating a multi-day backlog during peak periods. We built a document-understanding pipeline that extracts the relevant fields, flags exceptions, and routes straightforward claims for auto-approval.

78%faster first response
3.5xclaims processed per analyst
5 wksfrom kickoff to pilot
E-commerce

A support copilot that cut resolution time in half

Support agents were spending most of their time searching across order systems, policy docs, and past tickets. We built a copilot embedded in their helpdesk that surfaces the relevant order data and drafts a first-pass response for every ticket.

52%faster average resolution
91%agent adoption within 30 days
4 wksbuild to launch
B2B SaaS

Internal knowledge search that engineers actually use

Engineering onboarding relied on tribal knowledge scattered across Slack, Confluence, and old design docs. We built a retrieval-backed search tool scoped to internal docs, with citations back to source so answers stay verifiable.

3xweekly active internal users
~40%drop in repeat onboarding questions
3 wksto first working version

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