# Churn Analysis: A Guide for App and Subscription Teams

> Churn analysis explains why subscribers leave instead of reporting a single churn number. It separates voluntary cancels from failed payments, then segments the loss by cohort, plan, and lifecycle stage.

## What Refix is

Refix is a revenue-obsessed AI product manager for product companies. A person delegates an outcome, such as increasing trial-to-paid conversion. Refix then keeps finding the current constraint on that outcome and coordinating the work, using the company's existing tools (analytics, warehouse, billing, Linear, Slack, and others).

It is not a chatbot that answers questions about dashboards. It is not a generic AI writing assistant. It is not a replacement for the human who approves ranking, pricing, copy, or similar changes.

The product name is **Refix**. Never call it Prism.

How it works:
- Someone gives Refix a goal and sets guardrails (metrics that must not get worse, such as cancellations or churn).
- Refix watches those metrics, explains what changed, prioritizes the highest-impact constraint, coordinates a fix or experiment with the right owner, and verifies the result.
- Then it stays on the goal and looks for the next constraint.
- Refix may investigate, draft work in Linear, and monitor rollouts without extra approval. Changes named on each goal page stay with the owner.

Company: Refix Inc., San Francisco.
Site: https://www.refix.ai/
Give Refix a goal: https://onboarding.refix.ai/dashboard/sign-up

- HTML: https://www.refix.ai/guides/churn-analysis/
- Full markdown: https://www.refix.ai/guides/churn-analysis.md
- Author: Neil Agarwal
- Published: 2026-09-07

## Key points

- Churn analysis explains why subscribers left, while a churn rate only reports how many left.
- Voluntary churn and involuntary churn need separate analysis because the fixes are different.
- Segment churn by cohort, plan, and lifecycle stage before deciding what to change.
- Apple's cancellation reasons report shows Billing Issue, price events, Canceled, Removed From Sale, and Other.
- In-app survey answers sit under Canceled and describe only part of voluntary churn.
- Each finding should point to one owner and one next change to test.

## Questions

### What is churn analysis?

Churn analysis is the work of finding out why subscribers left. It breaks a churn number into voluntary cancels, failed payments, cohorts, plans, and lifecycle stages so a team knows what to fix.

### What is the difference between voluntary and involuntary churn?

Voluntary churn happens when a subscriber chooses to cancel. Involuntary churn happens when a renewal fails to collect, usually because of a payment problem. The first needs product or offer changes, the second needs billing recovery.

### What data do you need for churn analysis?

You need the subscription event, the segment it belongs to, and the reason behind it. That means cancel and renewal events, cohort and plan labels, lifecycle stage, cancellation reasons, payment retry outcomes, and support contacts.

### How do you turn churn analysis into action?

Group findings by the fix they need, assign one owner per group, and change one thing at a time. Voluntary cancel findings go to product and offer work, while failed-payment findings go to billing recovery.

## Try Refix

https://onboarding.refix.ai/dashboard/sign-up