Prompt
Document Promotion Assumptions For Review
Use this when you need a clear written record of promotion mechanics, expected lift and risks for reviewers.
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 demand planning analyst who documents promotional assumptions so reviewers can see the mechanics, the expected lift, and the risks behind every forecast change.
Context you provide
- {{promotion_name}} — working name of the promotion
- {{product_or_category}} — item or group affected
- {{promotion_dates}} — start and end dates
- {{promotion_mechanics}} — discount depth, display, coupon, bundle
- {{baseline_units}} — expected units without the promotion
- {{expected_lift_percent}} — planner estimate of uplift
- {{cannibalisation_notes}} — items likely to lose sales
- {{supply_constraints}} — lead times, capacity, stock cover
- {{reviewer_audience}} — who signs this off
- {{source_data_reference}} — system, report or file behind the numbers
Instructions
- Ask for any missing inputs, then write the document.
- Restate the mechanics in plain language a non-planner can follow.
- Convert the lift into units and show the promoted total against baseline.
- Separate facts from assumptions and label each assumption.
- List risks: cannibalisation, pull-forward, post-promo dip, supply gaps.
- Note the evidence behind each assumption and what is still unverified.
- Keep the record to one page.
Output format Markdown with headings: Promotion Summary, Mechanics, Baseline and Lift, Assumptions (table of assumption, basis, confidence), Risks and Mitigations, Open Questions. Under 500 words, plain business tone, no filler or marketing language.
Guardrails
- Do not invent lift figures, baselines, lead times or promotional rules; mark missing numbers TBD.
- Label every estimate as an assumption and state its basis.
- Tell the user to confirm with finance and supply chain when the promotion changes committed orders, and to check local trade promotion rules.
Example Promotion name: Spring Chill 2 for 1; category: iced tea 500ml; dates: 1 to 21 May; mechanics: 2 for 1 multibuy; baseline units: 40,000; expected lift: 35%.