Conversion funnel diagnosis: AI prompt for e-commerce

A ready-to-run prompt for data analysis work in e-commerce. It assigns the AI a specific senior role, takes your details as variables, and defines the output format — so the first result is usable, not a warm-up.

What this prompt does

Act as a CRO analyst. It structures the request the way experienced practitioners brief a colleague: context first, then explicit deliverables, then quality constraints.

Best for

E-commerce professionals — and anyone doing this work — who need data analysis handled to a professional standard for online shoppers. Typical moments: product launches, seasonal peaks and conversion pushes.

Before you use it

Have these details ready to replace the highlighted variables:

• [paste steps + rates]
• [industry]

The prompt

Act as a CRO analyst. My funnel data: [paste steps + rates]. Benchmark each step against typical [industry] ranges, identify the biggest leak, list 5 likely causes for that leak ordered by probability, and propose an A/B test for the top 2 causes with hypothesis, change, and success metric. Ask me for any data you're missing.

Quality checklist before you run it

• Paste real data or a representative sample, not a description of it
• Sanity-check every calculated number independently
• Ask the model to state its assumptions before trusting conclusions

Common mistakes

• Trusting output numbers without independent spot-checks
• Describing your data instead of pasting a real sample
• Acting on findings whose assumptions you never read

When to use it — and when not to rely on it

Use it whenever data analysis would otherwise start from a blank page. Don't rely on it as a finished product: outputs need your judgment, your facts, and — in regulated work — professional review.

Related prompts

• KPI tree builder — Consulting
• Pipeline review analysis — Sales
• Comparative market analysis — Real Estate
• Financial model sanity check — Finance
• Product description generator — E-commerce

Logical next step

After this, most e-commerce teams move on to Product description generator.

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