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Brainstorm A/B tests that each change only one thing

Practice: Setting limits and rules. About 5 minutes.

About this exercise

You're the PM for the checkout page at Wrenfield Home, an online furniture store, and want test ideas for next sprint. Brainstorm exactly 5 numbered ideas, each one line written as Change: ... | Metric: ..., under 20 words, with each test changing only one element. Stay inside the freeze: nothing about prices, shipping fees or the logo. Plain text, only the list.

Common mistakes when you ask AI for this

  • Asking for "test ideas". The AI gives 10+ ideas grouped under bold headings with a hypothesis paragraph each. Try: Set the count and shape: "Exactly 5 numbered lines: Change: ... | Metric: ..."
  • Bundling changes. AI loves big ideas like a new one-page checkout, which can't tell you what worked. Try: Add: "Each test changes exactly one element."
  • Ignoring the freeze. Free shipping and discounts are the AI's go-to checkout fixes. Try: Add: "Nothing about prices, discounts, shipping fees or the logo."
  • Suggesting what can't ship. The AI suggests buy-now-pay-later because customers asked for it. Try: Add: "No new payment options this quarter."

What a strong prompt includes

  • Says how many
  • Sets the line shape
  • One change per test
  • Respects the freeze
  • Asks for only the list

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