New leaderboard ranks 57 decision models: d1-ultra tops browser tasks at 74% for $0.026 per 1K decisions

AIMultiple · reddit · 2026-10-21

AIMultiple launched the AIM System One Index, a leaderboard for 57 'System One' decision models that return typed decisions with probabilities in a single pass instead of generating tokens. It combines three benchmarks: 50 one-shot browser tasks, 1,655 single-decision classification questions (security advisory severity, FDA recall classes, etc.), and bias tests with a rotated 'cannot be determined' option. Scores are z-scores (50 = average, 10 = one SD); cost and latency are shown but excluded. AutoJev-27B, d1-ultra and decider-12b tie at the top with 60. d1-ultra leads browser tasks at 74% and costs $0.026 per 1,000 decisions; GLiDE hits 72% but needs 15.7s per decision; Laya is fastest at 30ms; Decider Flash V1.2 is cheapest at $0.007 per 1,000 decisions.

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