Claude Opus 4 wins this run.
Best structured purchase journey. The verdict changes when the persona prioritizes speed over editability, so the disagreement remains visible.
Create a responsive local-business site with classes, membership, pricing, and a book-now journey.
Synthetic evaluation using demonstration outputs. Not real customer demand, adoption, or revenue.
Six wheels. Patient teachers. Your first finished piece in one evening.
Best structured purchase journey. The verdict changes when the persona prioritizes speed over editability, so the disagreement remains visible.
Scores follow the artifact. Every judgment stays attached to a visible state or recorded validator.
The winning output completed the primary journey without recovery help in three repeated runs.
Founders chose the fastest usable path; specialists rewarded control and evidence depth.
The lowest-scoring output hid one critical action and lost state after the second step.
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