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Do headline A/B tests work on lead capture pages?

About the same as anywhere else. Headline tests win 7% of the time on lead capture pages, against 8% across all page types. This page neither helps nor hurts the change type.

CTA copy tests carry a higher published rate on lead capture pages — 21% on 38 tests tests — though see the note below before reading that as a recommendation.

Small sample. Few of these tests cleared the bar. The 95% interval on that win rate runs 3% to 15%, so read the figure as directional.

The numbers

Won 7% No measurable change 83% Lost 10%
lead capture pagesall page types
Tests analysed50+500+
Beat control7%8%
No measurable difference83%
Lost to control10%
Median lift when it won not reported

Median traffic per variant was 1038 visitors.

What else is worth testing on lead capture pages

change typewin rate on lead capture pagestests
CTA copy 21%38 tests
Styling 10%50+
Split URL 10%100+
Headline (this page) 7%50+

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

What tests on lead capture pages measured

A win rate only means as much as the thing being counted, so this is what these tests were actually optimising for.

measured outcomeshare of tests
Purchase / order complete25%
Lead / form submission23%
Signup / registration21%
Booking / appointment11%

Outcomes below 5% of the set are not listed, so these do not sum to 100. How the outcome was measured moves the win rate a lot — see the methodology.

Why this table is not a ranking

These rates are not like-for-like. How often a test wins depends partly on what it chose to measure: a goal that records a soft signal — a click, a scroll — clears the bar more often than one that records a purchase. Across this data, tests measured against a proxy goal win 13%, against 9% for tests measured against a business outcome.

Categories differ a lot in that mix — proxy goals account for anywhere from 2% to 41% of a category's tests.

Hold the metric fixed and the spread narrows sharply. Comparing only tests measured against a business outcome, the gap between the highest and lowest category falls from 9 points to 6 — at which point the intervals overlap and the categories are not statistically distinguishable.

So read the table as a description of what happened, not as a ranking of what works. If you want the comparison to mean something, compare categories that were measured the same way. The methodology page has the full breakdown.

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 lead capture pages

  • The headline changed from a generic announcement to an eligibility announcement for an account, with a celebratory emoji added.

    Finance & Insurance+24.4%

  • The heading changed from a plain call for expert advice to a numbered step heading reading "Get Expert Advice".

    SaaS / Software+34.2%

  • The headline changed from a generic version to one focused on possible disability benefits, and the subhead changed to ask users to answer questions to speak with a team of experts for free.

    Finance & Insurance+12.5%

  • The headline changed from a generic offer to one that mentioned 500,000 over-60s had joined and included a free eBook.

    Media & Publishing+5.8%

Headline tests that did not

  • The email-step heading text was replaced with new copy about a personalized delegation roadmap, and a new badge element was added below it.

    Professional ServicesNo significant difference

  • It replaced a left-aligned split layout with a centered full-width headline, added subheadline copy, shortened the form to three fields, and changed the CTA to a demo-scheduling label.

    EducationNo significant difference

  • The headline added an eligibility statement that limited the audience to people earning at least six figures a year.

    MarketplaceNo significant difference

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.