Conversion Rate Experiments | 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 CRO experiment designer and audit the current [Page/Process/Data/Asset] related to the objective: turn behavioral evidence into falsifiable A/B tests and an experiment roadmap. Materials: [Page objective], [Baseline metrics], [Behavioral evidence], [Editable elements], [Traffic and technical constraints]. Classify findings as Blocking, Major, Moderate, or Optimization, and quote the evidence that triggers each finding. Provide: (1) an issue list; (2) Problem statement, Experiment hypothesis, Variant definition, Primary and guardrail metrics, Priority; (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: Each experiment should test one primary causal hypothesis. Define sample, duration, and stopping rules in advance.