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Do headline A/B tests work on content pages?

About the same as anywhere else. Headline tests win 6% of the time on content pages, against 10% across all page types. This page neither helps nor hurts the change type.

It is not the best use of a test slot on this page though. Split URL tests win 10% on content pages on 50+ tests.

Small sample. Few of these tests cleared the bar. The 95% interval on that win rate runs 2% to 16%, so read the figure as directional.

The numbers

content pagesall page types
Tests analysed50+500+
Beat control6%10%
No measurable difference94%
Lost to control0%
Median lift when it won not reported

Median traffic per variant was 309 visitors.

What else is worth testing on content pages

change typewin rate on content pagestests
Split URL 10%50+
Headline (this page) 6%50+

Only change types with at least 30 tests on content pages appear here.

What counts as a headline test

The main heading is rewritten. Structure, styling and every other element stay put.

Control and variant wireframe for a headline A/B test
Control on the left, variant on the right. For how this differs from adjacent categories, see the headline benchmark.

Headline tests that won on content pages

  • Attention-grabbing headline claiming a food that eliminates the need for dieting
  • curiosity-driven headline teasing an outcome from a specific odd-sounding dessert
  • Headline changed from a numbered reasons claim to a larger numbered reasons claim with an added sale banner and trust badges/reviews replacing the intro text and photo.

Headline tests that did not

  • instructional headline promoting how to watch a streaming service in a specific country, with a trailing arrow
  • headline stating how to stream ESPN+ in Canada using a named VPN provider
  • list of headlines stating how to unblock ESPN+ in Canada with a named VPN provider

These are individual tests, not rules. Each ran on one site, with one audience, against one page we are not showing you. They are picked to be illustrative rather than sampled at random, and a change that won here can lose on your page for reasons none of this captures. Read them as prompts for what to test, not as findings to copy.

Who ran these tests

This is every Mida account that ran a readable test — in-house marketers, founders, product teams, and agencies working on client sites. Nothing here is filtered by who ran the experiment or how experienced they are.

Low win rates are normal in experimentation, including at the top end. Microsoft's experimentation team, reporting on its own platform, found that only about one third of ideas improve the metric they were designed to improve — and that roughly another third actively hurt it. That is a dedicated experimentation organisation with research, prioritisation and review behind every test.

A mixed population like this one runs below that. The gap is roughly what disciplined practice buys you: ideas grounded in research rather than opinion, one variable at a time, and tests built so the result can actually be read.

A win is a variant that beat its control on that test's primary goal with a statistically significant result. Tests that never got enough traffic to say anything either way are excluded. The methodology has the full detail, including what these numbers cannot tell you.