Weak on both counts. CTA copy tests win 2% in SaaS / Software, below the 12% these tests manage across all industries and below the 9% that SaaS / Software manages across all change types. There is usually something better to spend a test slot on.
The strongest change type we can measure in SaaS / Software is Styling at 15% on 100+ tests.
Small winner set. Few of these tests cleared the bar. The 95% interval on that win rate runs 0% to 9%, so read the figure as directional.
| SaaS / Software | all industries | |
|---|---|---|
| Tests analysed | 50+ | 250+ |
| Beat control | 2% | 12% |
| No measurable difference | 88% | — |
| Lost to control | 11% | — |
| Median lift when it won | not reported | — |
Median traffic per variant was 1181 visitors. Most ran on homepages (34), product pages (10), lead capture pages (7).
| change type | win rate in SaaS / Software | tests |
|---|---|---|
| Styling | 15% | 100+ |
| Split URL | 12% | 100+ |
| Body copy | 9% | 33 tests |
| Headline | 6% | 100+ |
| CTA copy (this page) | 2% | 50+ |
The industry overview is at SaaS / Software benchmarks; rates across all industries are on the CTA copy benchmark.
The button's words change. Size, colour and position stay as they were. Change the colour too and you have two variables.
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.
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.
So treat these as a general base rate, not a target. If you would rather not close that gap the slow way, find a CRO agency in the United States, the United Kingdom, the Netherlands or Australia — or browse every region.
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.
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