Experimentation / CRO

Experimentation and Testing Programs acknowledge that the future is uncertain. These programs focus on getting better data to product and marketing teams to make better decisions.

Research & Strategy

We believe that research is an integral part of experimentation. Our research projects aim to identify optimization opportunities by uncovering what really matters to your website users and customers.

Data and Analytics

90% of the analytics setups we’ve seen are critically flawed. Our data analytics audit services give you the confidence to make better decisions with data you can trust.

Research recipe

Involuntary Churn & Payment Recovery Research

Retention
Explore
Hypothesised

The problem, in the customer's voice

Subscriptions end on failed payments, not decisions
My card expired and the subscription just stopped. I never decided to leave, and nothing brought me back.
How might we catch and recover the customers who never chose to churn?

What this recipe does

A meaningful slice of churn is customers who never decided to leave; a payment failed, the retries ran out, and the subscription ended for someone who wanted to keep it. This recipe sizes and explains that leak. Payment funnel analysis shows where charges fail and how many recover, CRM analysis shows who lapses this way and what they were worth, and support logs surface the billing friction customers hit when they try to fix it themselves. A survey of lapsed involuntary customers answers the question the data can't: did they even know, and what would have caught it. Recovery messaging and the update-payment flow get tested before they carry the fix.

The method sequence

Explore

Size the leak: where charges fail, how many recover, and what those customers were worth.

Focus

Surface the billing friction customers hit, and ask lapsed customers whether they even knew.

Validate

Test the recovery messaging and the update-payment flow before they carry the fix.

Go deeper

Last updated
July 20, 2026