Evaluation
Design Crit
Contra Labs and Lica World put design critique in front of vetted creative experts.
Design Crit asks a simple question: when a model critiques a layout, does it notice what a working designer would notice?
Reviewers on Contra assessed model output against the same brief, scoring clarity, hierarchy, tone and craft. Judgments were collected blind and head-to-head, so preference could be separated from presentation.