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

2026-07-13

A VentureBeat survey of 101 enterprises found that 57% had traced confidently wrong AI-agent answers to missing or inconsistent business context, while only 25% had a governed context layer in production. The findings suggest companies need current, structured, and governed business data, not simply more documents or better models, to make enterprise agents reliable.