57% of enterprises have watched AI agents be confidently wrong. The fix is an agentic context layer, but who has one?

A VB Pulse survey of 101 enterprises finds 57% traced a wrong AI agent answer to bad context, and only 25% have a governed context layer in production.

Published: 2026-07-10