App Store screenshot variants, built to test
Up to 3 alternates of your set, one for each of Apple's Product Page Optimization treatments. Bold concepts in under a minute.
One app, four reasons to install
Habitly is an example habit tracker. Its original set is the control. Each concept below is a different idea about why people install, with the reasoning it was made on, exactly as the builder returned it.
The original
Your current product page. PPO measures every treatment against it.
Treatment 1: Lead with the daily win
Shifting the hook from a vague promise to the concrete daily-check feeling targets the moment a new user imagines themselves succeeding, which is a bigger emotional pull than 'stick'.
Treatment 2: Open with the streak proof
Surfacing the streak screen first turns the app's most visual, addictive feature into the hook, letting the UI do the persuading before a word is read.
Treatment 3: Speak to the failed-before user
Addressing people who have already quit other habit apps (as the 4.9 and the reviews imply) creates an immediate emotional match and makes the rating feel like genuine vindication.
You make the versions. Apple runs the test.
Product Page Optimization is free and built into App Store Connect. What it needs from you is the treatments.
- Step 1
Build or open your set
The set you would ship today. It becomes the control, the version every alternate is measured against.
- Step 2
Pick a mode
Bold concepts in under a minute, or One change each in about 2 minutes. Compare every version on the real cards as they finish.
- Step 3
Add them in App Store Connect
Download each version and create it as a Product Page Optimization treatment. Apple splits the traffic and reports which one converts.
When you want to know what worked
Each version moves one thing: the headline angle, the first card, the colours or the phones. A win shows exactly which change earned it. Ready in about 2 minutes.
Headline angle: Opens with outcome, not process
Reframing card 1 around the felt result ('finally build habits') rather than the mechanism ('actually stick') speaks to the user's goal first, which typically lifts tap-through on the first impression frame.
Colours: Light, airy palette replaces dark green
The control is dominated by deep forest greens and dark gradients; a bright, high-contrast light treatment will stand out differently in the App Store grid and may appeal to users who associate wellness and calm with open, airy aesthetics.
My app has no traffic yet
Apple publishes no minimum, but a test needs visitors to say anything.
Practitioner consensus is that below roughly 500 product page views a day, a test will not reach a clear answer inside 30 days for anything smaller than a 10% change. A brand new app is under that line.
Launch ready, test ready. Ship the set you believe in now and keep the alternates. The day the traffic arrives, starting the test is an upload in App Store Connect, not a new design project.
Or test off the store first. Ads and paid audience panels can compare creatives before an app has store traffic, and the versions you make here are those creatives.
The full walkthrough, from choosing what to test to reading the result, is in our guide to running a PPO screenshot test.
Questions & Answers
Do you run the A/B test?
How many variants can I make?
What is the difference between Bold concepts and One change each?
What does a variant cost?
Do my app screens change?
Can I make variants for Apple Watch?
Can an AI agent make variants?
Make the versions worth testing
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