Best practices for A B testing landing pages in Mutiny

If you’re running A/B tests on your landing pages in Mutiny, you already know the basics: show different versions, measure what works, and go with the winner. But there’s a world of difference between running any test and running a test that actually helps you grow. This guide is for marketers, growth folks, and product teams who want real results from their Mutiny tests—not just pretty charts that don’t translate to business impact.

Let’s get into how to set up, run, and learn from A/B tests in Mutiny—without wasting time chasing tiny “wins” or fooling yourself with bad data.


1. Get Your A/B Test Foundation Right

Before you start tinkering with headlines or buttons, make sure you’ve locked down the basics. Here’s what actually matters:

  • Know your goal. What’s the one thing you want visitors to do—fill out a form, sign up, request a demo? Don’t test for the sake of testing.
  • Choose a meaningful metric. Clicks don’t pay the bills. Track conversions that matter: leads, signups, purchases.
  • Understand your traffic. If you’re only getting a trickle of visitors, your test will take forever or—worse—never reach a reliable result.
  • Don’t overcomplicate. One clear hypothesis beats a laundry list of random changes.

Pro tip: If you’re under pressure to “always be testing,” resist the urge to run tests on tiny changes. Save your energy for stuff that could actually move the needle.


2. Plan Tests that Actually Matter

Not all A/B tests are worth running. Skip the ones that eat up time for tiny returns.

What’s worth testing:

  • Big swings: New value props, bold headlines, totally different layouts, or radically simplified forms.
  • Bottlenecks: Look at where users drop off in your funnel and address those spots.
  • Real user objections: If you keep hearing the same doubts from prospects, test messaging that tackles those head-on.

What to ignore:

  • Button color. Unless your buttons are invisible, this is a distraction.
  • Tiny copy tweaks. Unless you have massive traffic, you won’t see a meaningful change.
  • Testing for testing’s sake. If you can’t explain why a test matters, don’t run it.

3. Set Up Your A/B Test in Mutiny

Here’s the no-nonsense approach to get started in Mutiny:

  1. Create a new experience. In Mutiny, you’ll build each test as an “experience.” Keep the setup simple: Variant A (your current page) vs. Variant B (your challenger).
  2. Define your audience. Target broad segments at first—think all visitors or all US-based traffic. Don’t get granular until you have enough data.
  3. Set a clear goal metric. Pick something that’s easy to measure, like form submissions or demo bookings.
  4. Preview and QA. Always check both versions for broken links, typos, or weird mobile bugs. (You’d be shocked what slips through.)
  5. Launch. Start the test and let Mutiny split traffic automatically.

Pro tip: Don’t waste time making dozens of variants. Two is plenty unless you’re swimming in traffic.


4. Avoid the Most Common Testing Pitfalls

A/B testing tools—including Mutiny—make it easy to run tests, but they won’t stop you from making these classic mistakes:

  • Stopping too soon. Don’t call a winner because you’re impatient. Wait for enough data. Mutiny will show you “statistical significance,” but if your numbers are tiny, ignore it and let it run longer.
  • Running for too long. If you haven’t seen a clear trend after a month (and you’ve got decent traffic), it’s probably a dud. Move on.
  • Peeking at results. It’s tempting to watch the leaderboard daily, but changing course mid-test ruins your data.
  • Testing low-traffic pages. If your landing page gets 50 visits a week, you’ll be testing for months to see a difference. Focus on high-impact pages.
  • Changing multiple things at once. If you swap out headlines, images, and offers all at once, you won’t know what worked.

Honest take: Most “best practices” articles pretend every A/B test is a game-changer. The truth? Most tests are a draw, and that’s okay. Keep swings big and expectations realistic.


5. Measure What Matters—And Don’t Fudge the Numbers

When your test is live, here’s how to keep your sanity (and your credibility):

  • Only trust results with enough data. Aim for at least a few hundred conversions (not just visits) per variant before you even think about declaring a winner.
  • Ignore “vanity metrics.” Higher click rates don’t mean much if qualified leads or revenue don’t move.
  • Look for practical significance. Is the improvement big enough to matter? A 0.2% lift on a tiny base isn’t worth bragging about.
  • Keep a testing log. Write down what you tried, your hypothesis, and the outcome. It helps you avoid re-testing the same dead ends.

Pro tip: Marketers love to cherry-pick “winning” tests. If a result looks too good to be true, double-check your analytics and rule out bugs or weird traffic spikes.


6. Learn and Iterate—Don’t Just Chase Wins

The biggest value in A/B testing isn’t the occasional bump in conversions—it’s the learnings you collect over time.

  • Dig into the “why.” If a variant wins, look for patterns in user behavior. Session recordings, heatmaps, and user feedback can help.
  • Share results (including failures). Don’t just announce winners. Telling your team what didn’t work saves them time and money.
  • Build on what you learn. Use winning variants as your new baseline and keep testing. But don’t fall into the trap of endless micro-optimizations.
  • Re-test periodically. Audiences and markets change. What worked last year may flop today.

What to skip: Automated “AI recommendations” or “smart” test ideas. They might sound slick, but they can’t replace real understanding of your customers.


7. When to Test Personalization vs. A/B Variants

Mutiny’s big selling point is personalization. Sometimes, it’s smarter to show different experiences for different segments instead of running a straight A/B test.

  • Use A/B tests for universal changes. If you think a headline or offer will work better for everyone, test it directly.
  • Use personalization for clear segments. If enterprise visitors care about security and startups want speed, give each group what they care about.

Pro tip: Don’t over-personalize. Most sites don’t have enough traffic per segment to test every possible variation. Start broad, then get more specific if you see big differences.


8. Keep It Simple, Keep Moving

A/B testing in Mutiny isn’t magic. If you stick to the basics—clear goals, big changes, patience, and honest measurement—you’ll do better than most.

Don’t let “best practices” paralyze you. Test what matters, skip what doesn’t, and use your results to make the next smart bet. The best teams aren’t the ones who run the most tests—they’re the ones who actually learn and adjust.

Good luck. And remember: most of your tests will fail. That’s not a problem—it’s just how you get better, one landing page at a time.