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Get Started Free →rshankras/product-page-optimization
Generates A/B test plans and optimization checklists for your App Store product page — icon, screenshots, and app previews.
Passed 21 of 22 test cases with the skill, and 10 of 22 without it.
and 10 more in the full report
11 fixed10 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
Our PPO test comparing two screenshot sets in App Store Connect concluded with Treatment B winning at 92% confidence. How do we deploy Treatment B to all App Store visitors, and does it require a new binary build?
| Checked | Without skill | With skill |
|---|---|---|
| Instructs the user to select 'Apply Treatment to Original Product Page' in App Store Connect. | Missed | Passed |
| Confirms that deploying winning screenshot treatments does not require a new app release or binary submission. | Passed | Passed |
The instructions your model reads when the skill loads.
Create structured A/B test plans for App Store Product Page Optimization (PPO), including test hypotheses, variant designs, success metrics, and iteration strategy.
Use this skill when the user:
PPO requires sufficient impression volume to produce meaningful results. If the app doesn't meet these thresholds, skip A/B testing and make direct qualitative improvements instead.
| Monthly Impressions | Can You PPO? | Recommendation |
|---|---|---|
| Under 1,000 | No | Don't bother — tests will never reach significance. Apply screenshot best practices directly. |
| 1,000-5,000 | Barely | Test ONE element at a time with only 1 variant (A/B, not A/B/C). Expect 4-8 week test cycles. |
| 5,000-20,000 | Yes | Standard testing. Run 2 variants per test, 2-4 week cycles. |
| 20,000+ | Aggressively | Test 3 variants, rapid iteration. Can test icon + screenshots sequentially. |
test cases passed, vs 10 / 22 without
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