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Do headline A/B tests work in Professional Services?

In line with both baselines. Headline tests win 8% in Professional Services, against 8% for headline tests generally and 12% for Professional Services generally. Neither the category nor the vertical is moving this much.

The strongest change type we can measure in Professional Services is Layout at 28% on 32 tests tests.

Small winner set. Few of these tests cleared the bar. The 95% interval on that win rate runs 4% to 15%, so read the figure as directional.

The numbers

Won 8% No measurable change 84% Lost 8%
Professional Servicesall industries
Tests analysed50+500+
Beat control8%8%
No measurable difference84%
Lost to control8%
Median lift when it won not reported

Median traffic per variant was 1060 visitors. Most ran on homepages (47), landing pages (17), product pages (12).

Every change type we can measure in Professional Services

change typewin rate in Professional Servicestests
Layout 28%32 tests
Body copy 11%36 tests
Styling 10%100+
Split URL 10%50+
Headline (this page) 8%50+

What headline tests in Professional Services 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 complete30%
Lead / form submission22%
Signup / registration14%
Reached a later funnel step10%

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.

The industry overview is at Professional Services benchmarks; rates across all industries are on the headline benchmark.

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. Only the changed element is highlighted.

Headline tests that won in Professional Services

  • The headline changed from a duration-and-project-count message with a screenshot grid to a clickable-prototype-in-30-days message with a video play button and different body copy and call to action text.

    Landing page+133.5%

  • The headline changed from a broad claim about handling government-related life tasks to one paired with a subhead listing specific services such as passports, taxes, renewals, deadlines, and identity protection in one place.

    Homepage+13.7%

  • The headline changed to a paperwork-autopilot message, with supporting lines that explained automated filing, storing, renewing, tracking, and protecting paperwork.

    Homepage+12.8%

  • The headline and supporting copy changed to describe document filing, tracking, storage, and stress-free paperwork management through the brand.

    Homepage+12.7%

Headline tests that did not

  • The modal headline was rewritten to emphasize the expiring dollar credit, and a new subline was added warning that the credit expired after submission.

    HomepageNo significant difference

  • The headline text changed from a general message to a question about revenue from SEO, and one phrase was highlighted in red.

    No significant difference

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

    Lead capture pageNo 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.