Use when
- A user needs another AI-generated answer for the same request or a visible recovery path after response failure.
- The product can preserve prompt, prior output, source, tool, citation, and version state across attempts.
- Users need to compare, restore, continue, or choose between generated versions.
- AI retry behavior may change model output, evidence, or tool use in ways users must understand.