case study
That's My Best
Screenshots in. A playable social memory test out.
01 the problem
A screenshot contains visual evidence, but a model can still invent context, misread a tile, or turn an observation into mind-reading. The product also has to make quiz creation fast enough for a friend to finish, share, and pull other people into the loop.
02 the solution
Built a mobile-first web and iOS flow that ingests one to four social-grid screenshots, selects candidate tiles, generates questions and answer-specific reactions, then requires the creator to confirm the answer key before sealing the quiz. The model proposes; the person who knows the photos establishes truth.
03decisions & tradeoffs
Human confirmation over model confidence
The creator knows which person, moment, or detail is correct. A confidence score does not.
Web links and an iOS app
Creation benefits from an app-like surface; participation must remain one tap away for friends who will not install anything first.
Objective visual memory over personality judgment
The funny part should come from what is actually visible in the screenshots, not invented claims about a person's looks, intelligence, or inner life.
Group reveal over constant notifications
Named players create anticipation, while a timed fallback prevents one missing friend from holding the entire experience hostage.
04 tech stack
Multimodal generation
Reads uploaded photo grids and proposes visually grounded quiz questions.
Creator-confirmed truth
The creator reviews the selected tile and answer key before publication.
Serverless product loop
Generation, publishing, attempts, reactions, group reveal, and share assets.
Capacitor + App Store
The live iOS app opens directly into the creation flow while web links preserve frictionless sharing.
05 results
- Live on the web and in the Apple App Store
- Creator-confirmed answer keys keep model guesses from becoming product truth
- Answer-specific reactions, named friends, and timed group reveals create the social loop
- Early soft-launch generation cost measured at roughly 6–7¢ per completed quiz