50% of enterprise AI agents passed internal tests but failed in customer production

According to VentureBeat's survey of 157 enterprises, 50% shipped AI agents that passed internal evaluations but then failed when deployed to customers in production. Only 5% of respondents fully trust automated evaluation frameworks. The source attributes the core problem to reality-alignment gaps between test and production environments rather than evaluation coverage gaps.

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Agent observabilityAgentic AIObservability

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