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external benchmark
Every model the catalog carries a published Artificial Analysis Decision Index value for, ranked by that value.
Artificial Analysis scores decision models on its Decision Index v1.0 and runs every evaluation itself. The index is the weighted average of AA-Omniscience-Decision accuracy and non-hallucination rate (12.5% each), HLE-MultiChoice, When2Call and WildGuardTest (25% each).
13 models with a published Artificial Analysis Decision Index value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.
| Rank | Model | Provider | Weighted average, 0 to 100 |
|---|---|---|---|
| 1 | Liquid AI | 65.2 | |
| 2 | BAelephant-1 | Baseten | 64.7 |
| 3 | TAJev 1.14 | TypeSafe AI | 57.1 |
What the benchmark measures and how its value is published, from the source’s own record.
Artificial Analysis Decision Index is an external benchmark published by Artificial Analysis Decision Index v1.0. Artificial Analysis scores decision models on its Decision Index v1.0 and runs every evaluation itself. The index is the weighted average of AA-Omniscience-Decision accuracy and non-hallucination rate (12.5% each), HLE-MultiChoice, When2Call and WildGuardTest (25% each). The source rates its difficulty as weighted average of four decision-model evaluations.
Each model's result is published by Artificial Analysis Decision Index v1.0 as weighted average, 0 to 100. ModelScale prints that value to 1 decimal place, exactly as published, and never converts or rescales it. This page ranks the 13 models that carry a published value, highest value first; a model the source never scored is left out rather than ranked at zero. The source does not state whether a higher value is the better result, so neither does this page.
| 4 |
| Perplexity |
| 56.2 |
| 5 | FAGLiDE | Fastino | 53.9 |
| 6 | Microsoft | 53.8 |
| 7 | Inception | 52.7 |
| 8 | CECeleris-1 Decision | Celeris | 52.3 |
| 9 | Liquid AI | 50.3 |
| 10 | Perplexity | 50.2 |
| 11 | CLClef | Cloudflare | 48.6 |
| 12 | CLClef-Flash | Cloudflare | 45.8 |
| 13 | CLClef-Omni | Cloudflare | 44.3 |
Evidence key: Observed
Rows are ordered by the value Artificial Analysis Decision Index v1.0 published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.