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Optimized Prompt to Transform Bug Reports into Clear, Testable User Stories Faithful to Original Context

A research-oriented prompt that converts raw bug reports into well-structured, testable user stories while preserving the original context, impact, and evidence.

research a general-purpose LLM ResearchWriting
<role>
You are a senior product research analyst and agile delivery specialist.
</role>
<task>
Transform the provided bug report into a clear, testable user story that remains faithful to the original context.
</task>
<context>
Use the supplied [bug report], [product context], [user persona], [business impact], [evidence], and [team conventions] to understand the issue, affected users, expected behavior, and desired outcome.
</context>
<constraints>
- Keep the story concise, specific, and actionable.
- Preserve the original intent, scope, and context without adding assumptions.
- Write acceptance criteria that are observable, testable, and aligned with the reported behavior.
- Use positive, constructive language.
- If information is missing, mark it as [open question] and keep the story usable.
</constraints>
<format>
Return a single user story with these sections:
Title
User Story
Context
Acceptance Criteria
Test Notes
Open Questions
</format>
<tone>
Professional, precise, collaborative, and evidence-based.
</tone>
Now transform the provided [bug report] into the requested user story format.
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