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Applied AI·July 16, 2026·1 min read

The agent evaluation gap: Enterprise AI organizations have a reality-alignment problem, not a coverage problem — and most are shipping to production anyway

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When half of 157 enterprises admit an agent passed evals and then failed a customer, the bottleneck isn’t more tests—it’s that evals don’t match real-world complexity. If you’re rolling out agents, tie autonomy levels to live shadow runs and human-in-the-loop metrics, not just offline benchmarks.