Project context
SharePoint Knowledge Layer
Permission-aware semantic search across 50,000+ SharePoint documents. Search time dropped from 12 minutes to 45 seconds, with zero permission violations in production.
Client identity kept confidential
The challenge
The solution
Technology stack
Client perspective
"People used to just ask the colleague who'd been here longest. Now they search first - and actually find what they need. The fact that permissions are enforced automatically gives us confidence to roll this out firm-wide."
The result
Average document search time dropped from 12 minutes to 45 seconds.
Search success rate improved from ~60% to 95%.
Zero permission violations since production deployment - users only see what they're authorized to access.
The permission-aware architecture proved that enterprise AI search doesn't have to compromise on security to deliver speed.
Next step
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