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A/B testing basics: how to run tests you can trust

A/B testing compares two versions of something, such as a landing page or an email subject line, to see which performs better.…

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A/B testing compares two versions of something, such as a landing page or an email subject line, to see which performs better. It is one of the most reliable ways to learn what works for your audience. But it is also easy to run tests that look conclusive when they are not.

Start with a clear hypothesis

A good test starts with a reason. Write down what you plan to change, why you think it will help and what you will measure. For example: “If we make the main benefit clearer in the headline, more visitors will request a quote.” This keeps the test focused and makes the result easier to learn from.

Steps for a sound test

  1. Choose one main measure of success before the test starts.
  2. Change one meaningful thing, so you know what caused any difference.
  3. Split visitors randomly between the two versions.
  4. Decide in advance how long the test will run and how much traffic you need.
  5. Let the test run its full course, even if one version pulls ahead early.
  6. Check the result for statistical confidence before you declare a winner.

Common mistakes

  • Stopping a test as soon as one version looks better.
  • Testing tiny changes on pages with very little traffic.
  • Running several overlapping tests on the same audience.
  • Ignoring seasonal effects, such as holidays or big campaigns.
  • Rolling out a winner without checking it on different devices.

Learn from every result

A test that shows no clear difference is still useful. It tells you that the change did not matter much to your audience, so you can focus elsewhere. Keep a simple log of every test, including the idea, the result and what you learned. Over time, this becomes a valuable record of what your customers respond to.

Careful testing replaces guesswork with evidence, one step at a time. If you would like help planning a testing programme, the Northpeak team would love to hear about it.

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