The question of whether AI will eliminate Customer Success Managers has been circulating for the past two years. It’s the wrong question. The more useful one — and the one with a clear answer in the data — is what separates the CS teams that are using AI effectively from the ones that aren’t, and […]
Client Success Manager
The Four Tools That Actually Correlate With Better Client Retention
There’s no shortage of CS software on the market. Health score dashboards, engagement platforms, workflow automation tools, AI copilots — the category has expanded faster than most teams can evaluate it. With that much noise, it’s useful when research cuts through and identifies the specific tools that actually move the needle on retention. The ChurnZero […]
Scaling Client Success Without Burning Out Your Team
There’s a version of CS scale that looks like success from the outside and feels like burnout from the inside. More accounts per CSM. Faster response expectations. Bigger books of business with the same headcount. If the only lever being pulled is individual effort, that model has a ceiling — and it tends to hit […]
What Is CS Ops — And Why More Teams Are Adding It
Every high-performing customer success team has something working behind the scenes. Not more CSMs. Not a bigger budget. A function that makes sure the right client gets the right attention at the right time, backed by the right data. That function is Customer Success Operations — CS Ops — and in 2026, more organizations are […]
AI-Driven Churn Management: What the Data Shows in 2026
Churn rarely announces itself. There’s no email that says “we’re leaving in 60 days.” What there is, in almost every case, is a pattern of signals — behavioral, operational, conversational — that start appearing weeks or months ahead of a cancellation. The problem most CS teams have isn’t a shortage of data. It’s that the […]




