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59 57% of enterprises have watched AI agents be confidently wrong. The fix is an agentic context layer, but who has one?

VentureBeat
VentureBeat 1 place · today 16:58 EDT

An enterprise AI agent answers with total confidence, but the number is wrong. Nobody catches it until someone traces it back to a stale metric definition or a document the retrieval system never pulled. The model did not fail. The context it was given did.In the past six months, 57% of enterprises traced a confident but wrong AI agent answer to missing or inconsistent business context, and 31% said it happened more than once, according to a VB Pulse June 2026 survey of 101 qualified enterprises with more t

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