Public survey
Swipe through the sandwich benchmark
One image at a time. Swipe right for yes, swipe left for no, and add a short comment only if the photo deserves a defense brief, a joke, or a formal objection.
- Images
- 20 The same 20-photo lineup used everywhere else on the site.
- Gesture
- Swipe Left means no. Right means yes. Arrow keys also work on desktop.
- Comments
- Optional Keep it short. Comments are capped at 255 characters and never sent to an LLM.
- Submission
- Automatic Finish the last photo and your votes are sent automatically.

