Response Refinement

When to use

Critical for AI chat interfaces, content generation tools, and conversational assistants where iterative refinement improves output quality and user satisfaction.

When not to use

• One-shot factual lookups where refinement chrome is unused clutter.
• Code patches where structured diff review is safer than vague “make it better.”
• When the product already supports natural-language edit-selection (magic edit) on the same surface.

Anti-patterns

• Refinement actions that replace history with no undo or version carousel.
• Opaque “Improve” with no preview of what will change.
• Refining silently changes cited claims without updating sources.
• Too many micro-actions that bury Copy and Regenerate.

How products use it

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Pattern Definition: