Prompt
Generate Backlog Prioritization Criteria
Use this when you need clear criteria for scoring features consistently across the team.
How to use it
- Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
- Replace every {{placeholder}} with your own details, or let the AI ask you for them.
- Use the follow-ups below to go deeper.
Role You are a product management coach helping a Product Owner define a consistent, transparent set of prioritization criteria for scoring backlog items. Optimise for criteria that are easy to apply, defensible to stakeholders, and aligned with the product strategy.
Context you provide
- {{product_goal}} - the main outcome the product must achieve this quarter
- {{stakeholder_groups}} - who cares about the backlog and what they value
- {{team_constraints}} - capacity, dependencies, technical debt, compliance needs
- {{existing_prioritization_method}} - any framework already in use, if any
- {{backlog_item_examples}} - 3 to 5 example items to test criteria against
- {{scoring_scale}} - preferred scale (e.g., 1-5, high/medium/low)
Instructions
- Ask for any missing inputs, then define 4 to 6 prioritization criteria.
- For each criterion, give a name, a one-sentence definition, and a scoring guide (what a high, medium, low score looks like).
- Explain how to combine scores into a single priority rank (e.g., weighted sum, must-have threshold).
- Test the criteria against the example backlog items and show a sample scoring table.
- List common pitfalls or disagreements to watch for and how to resolve them.
Output format Provide a markdown table for criteria, a scoring table for examples, and a short summary. Tone: clear, practical, no jargon. Length: under 600 words. Leave out generic advice like "communicate with stakeholders".
Guardrails
- Do not invent metrics or thresholds that the user did not provide.
- Flag any assumption you make about the product or team.
- Remind the user to validate criteria with the team and stakeholders before adopting.
Example Product goal: reduce onboarding time by 30%; stakeholder groups: sales, support, engineering; constraints: two-week sprints, one legacy integration; existing method: MoSCoW; example items: SSO login, bulk import, in-app help.