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A/B testing

Sending two versions to different groups and keeping the one that performs better.

Say it to an AI

Give me 3 subject lines for our spring sale email (20% off all class passes this weekend), each taking a different angle: urgency, curiosity, plain benefit. Keep each under 40 characters and label the angle.

How an expert would brief the stronger version of “Newsletter subject line”.

See it

Try it as a puzzle →

A yoga studio owner asks an AI for the subject line of her class-pass sale email to 3,000 subscribers.

Study A · the weaker one
Study B · the stronger one

Why: B says 'I'll A/B test two of them', so the AI makes the options genuinely different and even suggests which pair to test.

Related words

  • Scannability
  • Bottom line up front
  • Tone
  • Specificity
  • Output format
  • Structured output
  • Context
  • Grounding

Room 3 · Output format

Learn “A/B testing” in a five-minute lesson

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