How is an AI CSM different from a support agent?
A support agent reacts to tickets. A CSM drives outcomes. The AI CSM proactively watches adoption and health, runs onboarding, pushes expansion, manages renewal — the work a good human CSM does that moves NRR. Support responds to what a customer asks; CSM changes what the customer achieves. Most early-stage companies skip the CSM function because it is expensive to staff at low account volumes, which is why their NRR stays below 100%. The AI CSM makes the function economical at any scale.