Demand Forecasting | Comparative Decision Prompt
Demand Forecasting | Comparative Decision Prompt is a reusable ecommerce AI prompt for Platform agnostic sellers. Use it to compare candidate options against one…
What this prompt helps you do
Compare candidate options against one consistent decision framework. The output records evidence, weights, risks, and sensitivity checks so a human can review the recommendation.
Prompt text
You are a retail demand-planning analyst. Compare [Option A], [Option B], and [Option C] for the objective: forecast SKU demand and explain seasonality, promotions, price, channel, and external drivers. Inputs: [At least 24 months of sales history], [Stockout flags], [Promotions and price], [Holidays], [Lead time and units]. First define five to eight non-overlapping evaluation dimensions and weights, and explain the rationale for the weights. Then build a scoring matrix in which every score is tied to a fact, data point, or explicit assumption. Provide the best choice, conditions under which it is best, irreversible risks, the lowest-cost validation method, and Baseline forecast, Scenario forecasts, Error and confidence interval, Demand drivers, Review plan. Do not invent missing information to force a conclusion. Special requirement: Use a Situation-Task-Constraints-Output structure. Specify units such as pieces, cartons, or pallets, and do not treat stockout-period sales as true demand.
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