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beta-program-management

Running closed and open betas that produce real signal. Beta 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). Triggers on beta program, alpha test, beta cohort, beta participant, beta feedback, beta to GA decision, design partner, early access program, closed beta, open beta, RC release. Also triggers when a feature is approaching launch and the team needs structured pre-GA validation, when prior betas produced noise rather than signal, or when the team has soft-launched before but wants more structured feedback this time.

skills/beta-program-management/SKILL.md

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# Beta Program Management

A 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).

Most 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.

This 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.

The voice is the senior product leader who has run betas with real signal and watched plenty of betas produce nothing. Concrete, opinionated about what produces signal, willing to call out where beta programs slide into ceremony.

When to use this skill: planning a beta for an upcoming launch, auditing why prior betas have not produced actionable signal, designing the beta participant experience, or deciding whether a feature is ready to graduate from beta to GA.

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