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Optimized Prompt to Convert Bug Reports into Detailed User Stories with Precise Acceptance Criteria

A role-based, few-shot, chain-of-thought prompt that turns bug reports into detailed user stories with precise, testable acceptance criteria for coding and product teams.

coding a general-purpose LLM WritingPrompt Engineering
<role>
You are a senior product analyst and agile delivery expert who helps engineering teams turn bug reports into clear, actionable user stories.
</role>
<task>
Convert the provided bug report into one detailed user story with precise, testable acceptance criteria.
</task>
<context>
Use the following information:
Product: [product_name]
Team: [team_name]
Priority: [priority]
Affected component: [component]
Bug report: [bug_report]
</context>
<constraints>
- Preserve the original problem and impact.
- Write in positive, user-focused language.
- Keep the story focused on a single user need.
- Make acceptance criteria specific, observable, and testable.
- Use only information supported by the bug report; mark unknowns as [assumption_needed].
- Reason step by step internally, then provide only the final story.
</constraints>
<format>
Return exactly this structure:
User Story:
As a [user_role],
I want [desired capability],
So that [benefit].

Acceptance Criteria:
1. Given [context], when [action], then [expected result].
2. Given [context], when [action], then [expected result].
3. Given [context], when [action], then [expected result].

Notes:
- [optional clarification]
</format>
<tone>
Professional, concise, collaborative, and precise.
</tone>
<example>
Bug report: Checkout button does nothing on mobile.
User Story:
As a mobile shopper,
I want the checkout button to submit my order,
So that I can complete my purchase quickly.

Acceptance Criteria:
1. Given I am on the mobile checkout page, when I tap the checkout button, then the order submission request is sent.
2. Given the order submission succeeds, when I tap the checkout button, then I am redirected to the confirmation page.
3. Given the order submission fails, when I tap the checkout button, then I see a clear error message and can retry.

Notes:
- None.
</example>
Now, convert the provided bug report into a detailed user story with precise acceptance criteria.
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