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Beta testing strategy for iOS/macOS apps. Covers TestFlight program setup, beta tester recruitment, feedback collection methodology, user interviews, signal-vs-noise interpretation, and go/no-go launch readiness decisions.
Passed 22 of 22 test cases with the skill, and 16 of 22 without it.
and 5 more in the full report
6 fixed16 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are conducting 20-minute 1-on-1 video interviews with our iOS app beta testers. What specific opening question should we ask first to reveal their mental model and expectations?
| Checked | Without skill | With skill |
|---|---|---|
| First interview question asks what the user was trying to do when opening the app. | Missed | Passed |
The instructions your model reads when the skill loads.
End-to-end beta testing workflow for Apple platform apps — from TestFlight setup through feedback collection to launch readiness decision.
Use this skill when the user:
Before recruiting testers, understand Apple's two-tier beta system.
| Attribute | Details |
|---|---|
| Max testers | 100 team members, each on up to 30 devices |
| App Review required | No |
| Build availability | Immediate after upload — enable Automatic Distribution so every new build reaches the group without manual selection |
| Tester requirement | Must be App Store Connect users |
| Best for | Team, close collaborators, developer friends |
| Expiration | 90 days from build upload |
Use internal testing for:
test cases passed, vs 16 / 22 without
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