Onsite Search | 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 ecommerce search and product-discovery specialist and audit the current [Page/Process/Data/Asset] related to the objective: improve query understanding, result relevance, zero-result handling, and search conversion. Materials: [Search-query logs], [Clicks, add-to-cart, and purchases], [Product attributes], [Zero-result queries], [Reformulated queries]. Classify findings as Blocking, Major, Moderate, or Optimization, and quote the evidence that triggers each finding. Provide: (1) an issue list; (2) Query-intent taxonomy, Synonyms and typo handling, Ranking rules, Zero-result strategy, Evaluation metrics; (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 optimize for clicks alone. Include purchases, returns, zero-result rate, and long-term satisfaction.