AI Shopping Assistant | Audit and Experimentation Prompt

What this prompt helps you do

Audit an existing page, process, dataset, or asset, separate facts from assumptions, and turn the highest-priority issues into tests with baselines, metrics, and stop conditions.

Prompt text

Act as a conversational-commerce product manager and audit the current [Page/Process/Data/Asset] related to the objective: design an AI assistant that clarifies needs, recommends products, and uses tools safely. Materials: [Product catalog], [Information users may provide], [Recommendation rules], [Price and inventory tools], [Human-escalation conditions]. Classify findings as Blocking, Major, Moderate, or Optimization, and quote the evidence that triggers each finding. Provide: (1) an issue list; (2) System instructions, Clarifying questions, Recommendation format, Tool-use rules, Refusal and escalation rules; (3) at least four improvements or experiments prioritized by impact versus effort; (4) for each experiment, the hypothesis, change, primary metric, guardrail metrics, observation period, and stopping rule; and (5) required human approvals before publishing or execution. Special requirement: Do not invent price, inventory, or policies. Confirm intent and obtain authorization before ordering, payment, refunds, or other high-risk actions.