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Deletion uses Apple's system dialog and moves photos to "Recently Deleted," syncing across your devices and iCloud. Storage frees up after they leave Recently Deleted (about 30 days, or sooner if you empty it manually in the Photos app).
No. All analysis runs on your device. Nothing is uploaded, and there are no accounts.
Open Settings inside the app and tap "Restore Purchases," or reinstall and restore. Subscriptions are tied to your Apple Account.
Manage or cancel anytime in your App Store account settings (Settings → your name → Subscriptions). Deleting the app does not cancel it.
Photos you've already kept or tossed are skipped so you don't review them twice. If you use "Optimize iPhone Storage," some iCloud-only photos are analyzed when you open the relevant section.