User Stories – User stories prompt for ChatGPT and Claude
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Claude Opus 5.5
This prompt breaks a feature or PRD into backlog-ready user stories. Paste the feature, the user roles and the system rules; you get thin story slices, Given-When-Then criteria, edge cases, an INVEST check and refinement questions.
What you get
- A story map: epics in delivery order, split into thin stories that each work end to end
- Every story as "As a, I want, so that" with 3 to 6 Given-When-Then scenarios, negative paths included
- The edge cases still uncovered, and an INVEST check with a fix for each story
- Refinement questions grouped by who answers, each tagged with the stories it blocks
How to use it
- 1Paste the feature and its rules
Give the flow step by step, every role, and every limit, timeout and security rule you know. Exact values become exact criteria.
- 2Read the story map first
Check the order and the slices before the scenarios: the first story should work end to end on its own.
- 3Take the questions to refinement
Settle each [confirm] with its owner, paste the answers back and ask for the stories updated before the team estimates.
Better results
- Put every exact value you know (limits, timeouts, lengths) in the constraints. Each one you leave out comes back as [confirm], which is right but slows refinement.
- Follow up with "Give me these stories as CSV with Summary, Description and Acceptance criteria columns" to import them into your backlog tool.
- Send the refinement questions to the people named before the session, so the team estimates against answers rather than guesses.
Questions
Can ChatGPT write user stories?
Yes, ChatGPT can write user stories with acceptance criteria when you give it the feature, the roles and the rules. It is strongest on structure and negative paths. It cannot know your limits or message wording, so expect placeholders for the team to settle in refinement.
What is a good Copilot prompt for writing user stories?
A good Copilot prompt for user stories gives the feature, the user roles and the system rules, asks for thin slices with Given-When-Then criteria, and tells it never to invent limits. This prompt runs as it is in Microsoft Copilot.
How do business analysts use AI?
Business analysts use AI to draft user stories and acceptance criteria, find edge cases and negative paths, check stories against INVEST and list questions for stakeholders. It speeds up the first draft; the analyst still owns the decisions and the talks with the team.
What is the Given-When-Then format?
Given-When-Then is a way to write acceptance criteria as scenarios: Given the starting state, When the user acts, Then the result anyone can observe. Each scenario is one test, so testers can run it as written and tools such as Cucumber can automate it.
Updated 8 Nov 2026
























