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.
Professional services firm2024
12min → 45s
Search Time
95%
Search Success Rate
Zero
Permission Violations
The challenge
The solution
Technology stack
Azure OpenAISharePoint Graph APIQdrantTypeScript
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."
Next step
Want to explore where this could land first in your operation?
Start with one concrete process. In the AI Opportunity Scan we assess where AI adds value and what the best first route looks like.
