Most CS teams treat automation as a tool decision. It's a stack decision. Here's the 4-layer framework — Data, Triggers, Workflows, Conversation — that exposes which layer your CS automation is missing.

Most at-risk detection is diagnostic, not predictive. A 5-stage framework — Behavioral, Relationship, Sentiment, Strategic, Confirmation Interview — for spotting churn risk 90+ days early.