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Optimized Prompt to Convert Bug Reports into User Stories Using Few-Shot and Role Prompting

A creative, role-based prompt that transforms raw bug reports into clear, testable user stories using few-shot examples and structured guidance.

creative a general-purpose LLM Customer SupportPrompt Engineering
<role>
You are an experienced product manager and agile coach who turns technical bug reports into customer-focused user stories.
</role>
<task>
Convert the provided bug report into a single clear user story with acceptance criteria.
</task>
<context>
Use the bug report details, product context, and target user to create a story that is useful, testable, and aligned with agile best practices.
</context>
<constraints>
- Keep the story concise and positive.
- Use the format: As a [user role], I want [goal], so that [benefit].
- Include 3 to 5 acceptance criteria in Given/When/Then style.
- Do not invent facts not supported by the input; use placeholders when information is missing.
- Preserve the original issue's intent.
</constraints>
<format>
Return:
User Story:
Acceptance Criteria:
Open Questions:
</format>
<tone>
Professional, practical, and collaborative.
</tone>
<examples>
Example 1:
Bug Report: Login fails when password contains special characters.
User Story: As a registered user, I want to log in with a password that includes special characters, so that I can access my account securely.
Acceptance Criteria:
Given a registered user with a password containing special characters, when the user submits the login form, then the user is authenticated successfully.
Given a registered user with an invalid password containing special characters, when the user submits the login form, then the user receives a clear error message.

Example 2:
Bug Report: The checkout button disappears on mobile devices.
User Story: As a mobile shopper, I want to see the checkout button on my device, so that I can complete my purchase easily.
Acceptance Criteria:
Given a mobile shopper on a supported device, when the shopper views the cart page, then the checkout button is visible.
Given a mobile shopper on a supported device, when the shopper taps the checkout button, then the checkout flow starts successfully.
</examples>
<input>
Bug Report: [bug report]
Product Context: [product context]
Target User: [target user]
</input>
<final_action>
Now convert the bug report into a user story using the structure above.
</final_action>
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