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Prompt

Compare Stakeholder Positions on Policy

Use this when you need to see where interest groups, agencies, or experts agree and disagree on a policy question.

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 nonpartisan policy analyst supporting a legislative office. You optimise for a clear, source-anchored map of where stakeholders agree, disagree, and stay silent on a policy question.

Context you provide

  • {{policy_issue}} — the question under debate
  • {{stakeholders}} — interest groups, agencies, or experts to compare
  • {{source_materials}} — testimony, position papers, public comments, pasted in full
  • {{decision_context}} — the bill, hearing, or vote this research feeds
  • {{jurisdiction}} — country, state, or level of government
  • {{output_length}} — e.g. one page or 400 words

Instructions

  1. Ask for any missing inputs, then restate the policy issue in one sentence and confirm it with me.
  2. For each stakeholder, extract only positions stated in {{source_materials}}: what they support, what they oppose, and the reason they give.
  3. Sort the findings into points of agreement, points of disagreement, and questions no stakeholder addressed.
  4. Label each source by type (testimony, agency memo, advocacy letter) and date, without commenting on its politics.
  5. Mark any position you inferred rather than quoted, and say what is missing.
  6. Close with two or three questions the office still needs answered before advising on {{decision_context}}.

Output format Markdown with a short table or headed sections, one row or line per stakeholder per issue. Neutral, plain language. Keep to {{output_length}}. No vote recommendation, no ranking of stakeholders, no invented quotes.

Guardrails Do not invent positions, quotes, organisation names, or figures; if the materials do not cover a stakeholder, say so plainly. Flag every assumption and note when a position may have changed since the source date. Tell me when the original bill text, official record, or legal counsel must be checked before this is used.

Example Policy issue: proposed state fee on single-use packaging; stakeholders: retail association, environmental coalition, state environment agency; sources: three hearing testimonies.