Agents completing every step can still hurt outcomes — how to evaluate them?

djgoel123 · reddit · 2026-10-28

A Reddit user raises a core agent-evaluation question: an AI agent can successfully complete every step in a workflow and still produce a bad business outcome.

Example: a support agent closes 95 of 100 tickets without human involvement — impressive automation metrics — but if 20 customers reopen tickets because responses solved nothing, the customer experience is poor.

The poster asks how others measure agent performance beyond task completion: downstream outcomes, corrections, satisfaction scores, and which metric has proven most useful in practice.

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