August 22, 2026

Tell us when a result misses

Every generated image, video, sound and model now has a thumbs up and a thumbs down, with room to say what went wrong.

We carry more than a hundred models. Deciding which ones deserve to be the default is the hardest ongoing call we make, and honestly, we're not the ones best placed to make it. You are. You're the one who looked at the output.

What changed

Generated results now carry a rating control wherever they show up: in Chat Studio, on a node in the canvas, and in 3D Studio. Thumbs down opens a comment box. Nothing is required, and nothing blocks what you were doing.

What we actually do with it

  • Every rating is tied to the exact model and prompt that produced the result. That turns "the images got worse lately" into a specific model we can go and look at.
  • When a model is quietly failing one kind of prompt, it shows up as a cluster. That's usually what decides whether it keeps its place on Auto.
  • Written comments go straight to the people who tune the catalog. They're the most useful thing you can send us, by a distance.
A rating isn't a support ticket. If something is broken and not just disappointing, come and find us on Discord. Nobody will reply to a thumbs down.
If you've got thirty seconds after a generation that let you down, that's the most useful thing you can do for the catalog.