Team stops arguing about numbers
One definition, one trusted source. The conversation shifts from "what's the number?" to "what do we do about it?"
Working experiment program
Not one A/B test. A standard process: hypothesis backlog, reliable infrastructure, result review cadence.
Activation has a behavioral definition
A measurable product action or combination that predicts 90-day retention. Instrumented and tracked.
Roadmap decisions reference data
Features deprioritized because behavioral data says users don't need them. Experiments changing what ships.
Internal team confidence is higher
PMs pulling cohort analyses. Growth leads reading experiment results. Capability, not dependency.