Venturebeat iconVenturebeatAug 18, 2026 ~1 min source read

85% of companies burned by an AI mistake are racing to cut the humans who might catch the next one

Nearly a quarter, 24%, said this troubling outcome had occurred more than once. It is increasingly a gap between confidence in the evaluation layer and evidence that the layer is getting better at preventing failures.

85% of companies burned by an AI mistake are racing to cut the humans who might catch the next one

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Nearly a quarter, 24%, said this troubling outcome had occurred more than once.

It is increasingly a gap between confidence in the evaluation layer and evidence that the layer is getting better at preventing failures.

Of the enterprises that experienced an AI feature clear testing only to go on to disappoint a customer, 4% placed complete faith in automated checks.

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Nearly a quarter, 24%, said this troubling outcome had occurred more than once. It is increasingly a gap between confidence in the evaluation layer and evidence that the layer is getting better at preventing failures. Of the enterprises that experienced an AI feature clear testing only to go on to disappoint a customer, 4% placed complete faith in automated checks.

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  • Of those that had detected no comparable incident, 24% expressed full confidence — a...

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