Suppose a payroll software company has a demo request form, and its analytics show that many visitors start the form and few submit it.
The team starts with research, and session recordings show visitors stopping at the phone number field. A reviewer notices that nothing on the page says what happens after the form is sent. CXL's guide treats observations like these as areas to investigate, and the recordings alone don't establish a cause. So the team asks sales, and the reps say buyers often open a call by asking whether they'll be phoned repeatedly. The team now has a hypothesis: visitors hold back because they expect sales calls they didn't ask for.
Suppose sales agrees to make email its first contact with every new demo request. The team can then make the phone field optional and add a line under the form saying a specialist will email to arrange a time. The line is only worth adding if it describes what sales will do.
With enough traffic, the team can measure the change with a split test. HubSpot's page A/B test, for example, sends half of a page's visitors to each version and is available on Content Hub Professional and Enterprise. Jakob Nielsen's 2005 article on A/B testing describes the limit of that result. The test shows which version had a higher completion rate among visitors who started the form. It doesn't show why, and an immediate action can leave out longer-term effects on the business.
That limit matters here in two ways. Suppose submissions rise. The hypothesis about unwanted calls is still what the reps reported hearing from buyers, and the rise doesn't prove it was the reason. A completed form is also only the first number. The team still needs the CRM to show how many of the new leads were qualified, and later how many became customers. An optional phone field can bring in more people who were never going to buy. Lead quantity, lead quality and revenue are separate measures, and a change can raise the first while lowering the second.
All of that is CRO. A specialist could do the same work on a five-year-old site that has never been through a growth-driven design stage.