Field noteOct 14, 20261 min read1 source

Artificial Analysis launched the Decision Index v1.0 , benchmarking decision models on classification, tool calling, knowledge, and reasoning.

In one minute

Thesis: Decision-model evaluation becomes more useful when it treats bounded choices as a separate task class and reports more than aggregate accuracy.

Thesis

Decision-model evaluation becomes more useful when it treats bounded choices as a separate task class and reports more than aggregate accuracy.

Observed facts

  • The published index combines AA-Omniscience-Decision, HLE-MultiChoice, When2Call, and WildGuardTest, assigning each a 25% weight.

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  • The evaluation page reports calibration, median time per task, and estimated cost per million tasks.

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Mechanism

Decision models select among fixed options and provide a probability for each option, making calibration and operational cost relevant alongside correctness.

Why now

Builders increasingly use models for routing, classification, and tool selection, where outputs are constrained choices rather than open-ended prose.

Implications

  1. Teams can use the index as a screening comparison, then test candidate models against their own task distribution and acceptance criteria.

  2. Calibration, latency, and cost are relevant comparison dimensions in addition to aggregate correctness.

Evidence boundary

The source describes the benchmark and its displayed metrics; it does not establish external validation, representativeness for a given deployment, or causal links between index rank and business outcomes.

Watch conditions

  1. Whether independent evaluations or production reports show that index scores predict performance on real bounded-decision workloads.

Evidence / sources

  1. 1artificialanalysis.ai/evaluations/artificial-analysis-decision-index
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