Verdict
The fastest way to build a taste profile in any movie app. Also the closest thing to a meditative scroll experience that doesn't waste your attention.
What's great
- Cards are personalized from day one (no cold-start dead zone)
- Genre / language / actor diversity guarantees prevent same-five-Marvel-films forever
- Era diversity ensures pre-2020 classics resurface alongside new releases
- Streaming providers visible on every card
- Reasons explain why this card landed in your deck
- Swipes also feed Mood and Watchlist — one signal, three benefits
What's still rough
- "Too long" dismiss used to silently bias against long runtimes (fixed 2026)
- Heavy-user pools can collapse to brand-new releases on day-300+ of usage
- No undo-undo (one-tap undo is there, but not a second one)
How the deck is built
Every night QP's batch pipeline pre-computes a personalized slate per user with seven diversity passes (genre, language, actor, TV ratio, era, streaming service, recency). At request time it prunes anything you've already interacted with and re-ranks by current behavioral signals. By the time you see a card, six different systems have agreed it belongs in your deck.
Score: 9.1 / 10
The feature that builds your taste profile fastest. And the closest thing to a calming infinite scroll you'll find in a movie app.