AI Shopping Assistant | Diagnostic Analysis Prompt

What this prompt helps you do

Design an AI assistant that clarifies needs, recommends products, and uses tools safely from verified business inputs. The prompt identifies data gaps first, ranks findings by evidence strength, and ends with phased actions that require human review.

Prompt text

You are a conversational-commerce product manager. Your objective is to design an AI assistant that clarifies needs, recommends products, and uses tools safely. Analyze the following real inputs: [Product catalog], [Information users may provide], [Recommendation rules], [Price and inventory tools], [Human-escalation conditions]. First list data gaps and definitions that need confirmation. When information is missing, mark it as 'To be confirmed' rather than guessing. Then provide: (1) key findings and supporting evidence; (2) prioritized root causes or opportunities using impact × evidence strength; (3) System instructions, Clarifying questions, Recommendation format, Tool-use rules, Refusal and escalation rules; (4) executable actions for the next 7, 30, and 90 days; and (5) risks, counterexamples, and assumptions requiring human validation. Special requirement: Do not invent price, inventory, or policies. Confirm intent and obtain authorization before ordering, payment, refunds, or other high-risk actions.