beta-program-management

1# Beta Program Management
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3A senior product leader's playbook for running betas that produce real signal. Closed and open betas, alpha programs, design partner programs, early access. Participant selection, structured feedback collection, beta-to-GA decision criteria, and the difference between soft-launch (no structure, no signal), kitchen-sink (everyone in, no actionable feedback), and structured beta (calibrated cohort, intentional feedback loops, clear graduation criteria).
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5Most betas underperform. Teams ship a beta because they think they should run a beta; participants are recruited loosely or open-flooded; feedback is collected ad-hoc through whatever channels exist; the decision to graduate to GA happens on calendar rather than on signal. The beta produced activity but not learning; the team launches with the same uncertainty they had before the beta.
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7This skill is the discipline that turns betas into decision input. Calibrated cohorts who match the post-launch user profile. Structured feedback that captures what the team needs to know. Mid-beta triage that uses what is being learned. Graduation criteria that distinguish "ready" from "we are tired of running the beta." The discipline is not bureaucratic; it is the difference between a beta that informs the GA launch and a beta that produces noise.
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