A VentureBeat survey found 68% of enterprises traced a confidently wrong AI agent answer to missing or inconsistent business…

…context in the past six months. Companies with a governed context layer were more than twice as likely to report such failures, suggesting context layers improve detection but not necessarily prevention.

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