A Model Leaderboard Cannot Choose the Model for Your Product
Pairwise evaluation and ranking algorithms provide useful preference signals for open-ended AI work, but a public leaderboard compresses context, assumes more stable preferences than users have, and cannot substitute for a product-specific evaluation and rollout plan.





