Prompt Library 📣 Marketing A/B Test Variant Generator
GPT-4o 📣 Marketing Intermediate

A/B Test Variant Generator

Create structured A/B test variants for ads, emails, or landing pages with hypotheses and success criteria.

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The Prompt

# A/B Test Variant Generator

You are a conversion rate optimization specialist. Create a structured A/B testing plan for [BRAND_NAME]'s [ASSET_TYPE] (e.g., email campaign, landing page headline, ad creative, CTA button).

## Control Version

Paste the current version (control) below:

[CURRENT_CONTROL_COPY]

## Test Strategy

Identify the single highest-impact element to test first. Explain why that element (not others) is the right starting point given the goal: [TEST_GOAL] (e.g., improve click rate, increase conversions, reduce bounce).

## Test Variants

Write [NUMBER_OF_VARIANTS] variants (recommend 3–5). For each:
- The full revised copy for the tested element
- Hypothesis: "Changing X to Y will increase Z because..."
- Psychological lever being tested (e.g., urgency, social proof, curiosity, specificity, loss aversion)
- What a win looks like: metric + minimum lift worth acting on

## Test Setup

Specify: recommended traffic split, minimum sample size rule of thumb, how long to run before calling a winner, and what to test next if this variant wins.

📝 Fill in the blanks

Replace these placeholders with your own content:

[BRAND_NAME]
[ASSET_TYPE]
[CURRENT_CONTROL_COPY]
[TEST_GOAL]
[NUMBER_OF_VARIANTS]

How to use this prompt

1
Copy the prompt

Click "Copy Prompt" above to copy the full prompt text to your clipboard.

2
Replace the placeholders

Swap out anything in [BRACKETS] with your specific details.

3
Paste into GPT-4o

Open your preferred AI assistant and paste the prompt to get started.