Favorites & Reviews
The marketplace is collaborative: favorites help you keep track of models worth returning to, and reviews tell the community which models actually deliver.
Favorites
Every model card and detail page has a heart toggle — Add to favorites / Remove from favorites. Favorites are personal (per user) and require signing in.
Your favorites live at Favorites in the sidebar (/solve/favorites), together with your recently viewed models. From either list you can jump back to the model's detail page or fork it straight into your studio with Use in studio.
Reviews
Reviews carry a 1--5 star rating with an optional title and comment. The average rating and the rating distribution appear on the model's detail page, and the average also shows on its marketplace card — it's one of the catalog's sort options.
You review what you actually used
To keep ratings honest, JAOT only accepts a review from an organization that has actually used the model:
- Your organization must have forked it (Use in studio), and
- at least one of those forks must have a completed solve.
Until both are true, the review form returns an error explaining what's missing. One review per user per model; you can delete your own review at any time.
Writing a review
On the model detail page, open Write a Review, pick a rating, and optionally describe your experience — what you optimized, at what scale, and how the model behaved. That context is what makes a review useful to the next team.
Moderation
Anyone can report a review; reported reviews are checked by the platform admins. Authors cannot delete other people's reviews.
For authors
Ratings and reviews roll up onto your listing and are part of your author profile's public stats. Responding to feedback with model updates (commit → re-publish) is the fastest way to earn adoption.