A/B Testing
A DTC brand was sure their checkout was leaking revenue. Six weeks of session recordings pointed two full steps upstream. This is the audit, start to finish.
June 18, 2026

The brief was simple. "Our checkout is broken. Fix it." The client had the data to back it up: cart-to-purchase conversion sat 40% below their category benchmark, and every abandoned cart email they sent felt like mailing apologies into a void. They wanted a checkout redesign. They had budget for a checkout redesign. They had already mocked up a checkout redesign.
We asked for six weeks before anyone touched the checkout.
Here's the pattern. The metric that hurts is the metric that gets blamed. Checkout abandonment is visible, measurable, and painful, so checkout gets the redesign budget. But where users leave is rarely why users leave. The exit page is the symptom. The cause is almost always upstream.
Think of it like a leak in a ceiling. The water stain tells you where it landed, not where it got in.
Where users leave is rarely why users leave. The exit page is the symptom. The cause lives upstream.
We pulled 400 session recordings of users who reached checkout and abandoned. Then we watched what they did before checkout. The pattern showed up by recording forty: users were arriving at checkout without ever expanding the shipping details accordion on the product page. They hit checkout, saw the shipping cost for the first time, and left.
The checkout wasn't underperforming. It was inheriting users who had already decided to leave and just hadn't found the door yet.
The change we shipped was almost embarrassingly small: shipping cost and delivery window, displayed plainly on the product page, directly under the price. No accordion. No surprise. One A/B test, three weeks, 95% significance.
The short version
Stop auditing pages. Audit journeys. When a page underperforms, the first question is not "what's wrong with this page." It's "what did the user know, and not know, when they arrived." Every audit we run now traces drop-off back at least two steps before recommending anything.
The water stain is not the leak. Go find the leak.