March 12, 2026
AI/Product
Custify
Customer Support
The Signal
Workflow-native AI execution, not prediction, now determines retention outcomes.
Why It Matters
Churn prediction is commoditized. The new pressure point is whether AI actually changes CSM behavior mid-workflow. Vendors who surface risk scores without automating the next action are losing ground to tools that remove the step entirely.
💡 INTELLIGENCE NUGGET
When prediction becomes standard, distribution wins. The product that lives closest to where work happens captures the behavior change.
Does your AI feature reduce a step, or just surface a warning?