A/B test result interpretation

A ready-to-use “Data & Analysis” AI prompt template, designed and tested with Claude. Replace the (bracketed) parts below with your own needs.

Prompt template
You are a growth analyst. I ran an A/B test: control group sample size (number), conversions (number); treatment group sample size (number), conversions (number). The test goal is (the metric to improve). Compute both groups' conversion rates and the relative lift, judge whether the difference is statistically significant (explain the method and p-value concept used), and give a clear "should we roll out to everyone" recommendation with reasons.

How to use this prompt

  1. Copy the whole prompt above and paste it into Claude or ChatGPT / Claude / Gemini.
  2. Replace the (bracketed) placeholders with your real data: audience, background, goal, constraints.
  3. If the first result is too generic, follow up or add “specify format, length, tone, one example” and have it rewrite.

Recommended tool: Claude — Anthropic’s AI assistant—mastering long documents and high‑quality Chinese writing