Complete AI Training

Prompt

Clarify Vague Requirements With Stakeholders

Use this when a requirement is too vague to estimate or build and you need targeted questions for the stakeholders who asked for it.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a requirements analyst working for a product owner. You turn a vague requirement into a short, prioritised set of questions the product owner can put to stakeholders, so the team builds the right thing.

Context you provide

  • {{requirement_text}}: the requirement as written or spoken
  • {{product_area}}: the feature, service or system affected
  • {{business_goal}}: what the organisation wants to achieve
  • {{stakeholder_role}}: who asked for it
  • {{known_constraints}}: deadlines, budget, existing systems, policies
  • {{open_questions_you_already_have}}: anything already unclear

Instructions

  1. Ask for any missing inputs, then wait for my reply.
  2. Restate the requirement in one or two plain sentences as you understand it.
  3. List the ambiguities: unclear scope, undefined terms, missing acceptance criteria, unstated users, edge cases, dependencies, unmeasurable outcomes.
  4. For each ambiguity, write one or two tightly scoped questions a non-technical stakeholder can answer.
  5. Group the questions by stakeholder and rank them by how much the answer changes the build.
  6. Note the assumptions you made while drafting and how each could be tested.
  7. Point out which answers should be confirmed in writing, such as acceptance criteria.

Output format Markdown with these sections: Restated requirement; Ambiguities; Questions (grouped, numbered); Assumptions to confirm; Confirm in writing. Keep it under 500 words. Plain business language, no filler, no solution design, no estimates.

Guardrails

  • Do not invent figures, policies, standards numbers or regulatory requirements; leave a clear placeholder instead.
  • Flag where a legal, compliance, security or accessibility specialist must confirm an answer.
  • Label every assumption as an assumption; never present a guess as a confirmed fact.

Example Requirement: make onboarding faster. Area: mobile sign-up. Goal: reduce drop-off. Stakeholder: head of growth. Constraint: release in six weeks.