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Do CTA copy A/B tests work in Finance & Insurance?

In line with both baselines. CTA copy tests win 13% in Finance & Insurance, against 12% for CTA copy tests generally and 16% for Finance & Insurance generally. Neither the category nor the vertical is moving this much.

The strongest change type we can measure in Finance & Insurance is Split URL at 18% on 100+ tests.

Small winner set. Few of these tests cleared the bar. The 95% interval on that win rate runs 6% to 27%, so read the figure as directional.

The numbers

Finance & Insuranceall industries
Tests analysed39 tests250+
Beat control13%12%
No measurable difference51%
Lost to control36%
Median lift when it won not reported

Median traffic per variant was 1024 visitors. Most ran on lead capture pages (17), homepages (8), other pages (8).

Every change type we can measure in Finance & Insurance

change typewin rate in Finance & Insurancetests
Split URL 18%100+
Headline 16%50+
Styling 15%50+
CTA copy (this page) 13%39 tests

The industry overview is at Finance & Insurance benchmarks; rates across all industries are on the CTA copy benchmark.

What counts as a CTA copy test

The button's words change. Size, colour and position stay as they were. Change the colour too and you have two variables.

Control and variant wireframe for a CTA copy A/B test
Control on the left, variant on the right. Only the changed element is highlighted.

CTA copy tests that won in Finance & Insurance

  • Changes CTA button text from two action-oriented options to a single qualification check prompt
  • Button text reading a numbered call to action
  • call-to-action inviting users to calculate their savings, presented as a numbered first step
  • CTA text inviting the user to simulate their borrowing capacity, with a spelling correction

CTA copy tests that did not

  • CTA button text reading a free-start phrase with a numbered prefix
  • Uses CTA text inviting users to start building
  • CTA button label reading a step-numbered prompt

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.