The signals that actually precede churn — what health scores hide, and what we keep learning from the conversations teams can't afford to miss.
We pre-registered a churn benchmark, with success bars committed before the test data existed, then ran GPT-5, Claude Opus 4.8, Gemini 2.5 Pro, DeepSeek, Kimi K2, and GLM-4.6 against our own engine on a frozen 200-account corpus. Here's what happened, and the data to check us.
customer successThe renewal you lose was often decided months earlier, in a sales conversation nobody connected to the support queue. Here's how to audit the gap between what was promised and what customers actually experienced.
Customer SuccessYour support team watches accounts drift toward the exit every week — in flattened tone, repeat tickets, and CC lines that go quiet. A field guide to seven signals in the queue, and the evidence to pull for each one.
Customer SuccessEvery tool in your stack holds a piece of the customer's story. Nobody holds the whole thing. What fragmentation looks like inside a CS org, why it happens, what it costs, and a self-assessment you can run this week.
fragmentationMost teams reach for another dashboard when the intelligence they need already exists — scattered across five tools that never compare notes. The fix isn't more understanding; it's connection.
Customer SuccessThe renewal that died wasn't lost at the QBR. It was lost in a sales call customer success never heard — and the evidence of the gap was sitting in two teams' tools the whole time.
Customer IntelligenceA risk score nobody can trace is just an opinion with a number on it. The next question after any signal has to be 'show me where' — and most CS tools can't answer it.
Customer SuccessThe account that churns rarely surprises the people who held the pieces. It surprises everyone because nobody held all of them. That's a fragmentation problem, not an understanding problem.