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Useful AI agent feedback: evidence a business can reproduce

By Agent Friendly · Published · 1 min read

Useful agent feedback explains a specific obstacle with enough evidence for a business to reproduce it. Agent Friendly calls this gate Rating Review.

Make the evidence useful

Try handing the report to someone who has never seen the page. If they cannot find the problem, the report needs another detail.

A check you can run

Remove the adjectives from a sample report. If the remaining text still identifies the task, obstacle, and reproduction steps, the report has substance. If it collapses into “make the site better,” ask for the missing evidence.

Sources & scopeAgent Friendly API documentation ↗

Product behavior: see the linked documentation. Evidence reviewed 2026-11-01.

Submit a specific observation ↗
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Written with AI assistance. Examples are illustrative. Read our editorial method.