The Churn Blog

Practical strategies, metrics deep-dives, and hard-won lessons on reducing SaaS churn. No fluff, just stuff that works.

Strategy 9 min read

How to Predict Churn Without ML (Rules That Work)

You do not need a data science team to predict churn. A weighted rule-based score built from four signals catches most churners 30-60 days out, and your CSMs can actually explain why an account is flagged. Here is how to build one.

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Strategy 9 min read

Using AI to Find the Involuntary Churn Bugs Bleeding Your MRR

A big share of SaaS churn is involuntary and technical: a failed webhook, a dropped usage event, a subscription-state bug. Nobody sees it because nobody is looking. Here is how a frontier model finds it.

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Strategy 9 min read

How to Build an At-Risk Account Triage Agent (2026)

A frontier model can do the first-pass read on every at-risk account overnight and hand your CSMs a ranked save-list by morning. Here is exactly what to build, what data it needs, and the honest limits.

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Strategy 11 min read

Claude Fable 5 for Churn: What Older Models Could Not Do

Claude Fable 5 is Anthropic's most capable model yet. Here is the honest read on what a frontier model like it can actually do for churn work that older models could not, where it changes nothing, and whether it is worth the price.

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Strategy 8 min read

The 14 Best SaaS Retention & Growth Newsletters (2026)

The retention, growth, and customer-success newsletters I actually read in my inbox, grouped by what each is good for, with honest notes on who each is for and which are worth paying for.

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Strategy 7 min read

How to Predict Churn From Your Stripe Data

Your Stripe billing data already predicts churn 30-60 days before it happens. Most teams never look. Here is the analysis framework, the signals that matter, and how to set up automated alerts without a data team.

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Strategy 8 min read

How to Ship Retention Experiments in 2 Weeks

Most retention experiments take 3-6 months to ship in-house. The math says they should take 2 weeks. Here is how teams that actually ship fast structure the work, plus the option to outsource it entirely.

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Strategy 7 min read

20 Best Churn and Retention Resources to Follow (2026)

A curated list of the 20 churn and retention resources I actually read, grouped by what each one is good for, with honest notes on who each is for and which to skip.

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Strategy 7 min read

How to Reduce Trial Expiry Abandonment

Most SaaS teams convert 2-3% of trials to paid. The best convert 4-8%. The gap is rarely about pricing. It is about what happens in the last 3 days of the trial, and the email sequence after expiry.

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Strategy 5 min read

What Is a Sticky Feature?

A sticky feature is one that, once a user adopts it, dramatically reduces their churn risk. Identifying yours and driving adoption to it is one of the highest-leverage retention plays in SaaS.

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Strategy 8 min read

How to Use AI to Analyze Churn Feedback (The Prompt I Use)

I used to spend hours reading reviews, exit surveys, and support threads to figure out why customers churned. Now AI does the first-pass pattern recognition in minutes. Here is the exact prompt I paste, plus the part the AI still cannot do for you.

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Strategy 5 min read

What Is an Aha Moment in SaaS?

The aha moment is when a new user first experiences your product's core value. It's the single most important moment in SaaS retention because users who reach it retain 2-3x better than those who don't. Here's how to define and measure yours.

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