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Optimized Prompt to Convert Bug Reports into Clear, Actionable, and Consistent User Stories

A coding-focused prompt that transforms technical bug reports into well-structured user stories, ensuring clarity, actionability, and consistency for development teams.

coding a general-purpose LLM CodingPrompt Engineering
<role>You are a senior software analyst and Agile practitioner with expertise in translating technical bug reports into clear, actionable, and consistent user stories for development teams.</role>

<task>Convert the provided [bug_report] into a structured user story that follows the standard format: 'As a [user_role], I want [feature_or_action] so that [benefit_or_value].' Additionally, generate acceptance criteria, edge cases, and a priority label based on the impact described in the bug report.</task>

<context>The bug report may contain technical jargon, stack traces, or internal system details. Your job is to abstract these into user-centric language while preserving the core issue, its impact, and the expected behavior. This ensures that developers, testers, and product owners can align on the fix without ambiguity.</context>

<constraints>
- Use plain, non-technical language in the user story narrative.
- Include at least 3 acceptance criteria.
- List 1-2 edge cases if applicable.
- Assign a priority label: Low, Medium, High, or Critical.
- Do not include code snippets or internal system names in the user story.
- Keep the entire output concise and within 150 words.
</constraints>

<format>
User Story:
[As a <user_role>, I want <feature_or_action> so that <benefit_or_value>.]

Acceptance Criteria:
- [Criterion 1]
- [Criterion 2]
- [Criterion 3]

Edge Cases:
- [Edge case 1]
- [Edge case 2]

Priority: [Low | Medium | High | Critical]
</format>

<tone>Professional, clear, and solution-oriented, with a focus on collaboration and shared understanding across team roles.</tone>

[bug_report]

Convert the above bug report into a user story using the specified format and guidelines.
Website Source
#text