Response Feedback

Feedback mechanisms for AI responses

What it solves

A Response Feedback pattern helps teams create a reliable way to collect structured feedback on AI output quality while preserving the context needed to improve later responses. It is most useful when teams need thumbs up and down on generated responses. Compared with adjacent patterns, this pattern should reduce friction without hiding the state, rules, or recovery paths people need to keep moving.

When to use

• Thumbs up and down on generated responses
• Quality review flows for internal copilots
• Regeneration loops after an unsatisfactory answer

When to avoid