About the session
Join Ahmed Bashir (CTO, DevRev), Manan Sharma (DevRev), and Justin Handsman (DevRev) or a focused conversation on how intelligent categorization and clustering transform enterprise knowledge into reliable, discoverable answers.
We'll explore why fragmented information sabotages enterprise AI systems, what categories and clusters reveal about data organization at scale, and how to architect semantic foundations that enable autonomous agents and intelligent search to actually work in production. Discover the patterns that separate enterprises delivering consistent answers from those drowning in information overload.
Speakers

Ahmed Bashir
Chief Technology Officer, DevRev
- MS
Manan Sharma
- JH
Justin Handsman




