SaaS Growth Systems Need Better Product Signals, Not More Guesswork

SaaS growth gets easier when the team agrees on the activation moments that predict long-term retention.

Instrumentation should capture meaningful product behavior, not every possible click. The goal is to understand where users succeed, stall, and return.

Lifecycle prompts work best when they respond to behavior. A user who imported data needs a different next step than a user who created an empty account and left.

Weekly experiments become useful when every change is tied to a clear metric and reviewed against the same activation model.