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Beam 1.0
Solar Pro 4
Muse Spark Open (Xhigh)
Nemotron 3.5 Super VLNemotron 3.5 Bolt 74B-A9BMuse Wonder Full (Max)Muse Wonder (Max)
Zoom Scribe V2 Pro
GPT-6 Sol (Daybreak Blue, max)
Claude Haiku 5.5 (High)See moreIntelligence, speed and cost of leading language models, based on our independent evaluations
Artificial Analysis Intelligence Index
Cost per Intelligence Index Task
Intelligence Index vs. Cost per Task
Intelligence Index vs. Cost per Task, by Model Release
Frontier Language Model Intelligence, Over Time
Artificial Analysis Coding Agent Index
Artificial Analysis Cyber Index
Artificial Analysis Decision Index
Capability Index Comparison
| Finance & Accounting | Strategy & Ops | Legal | Healthcare & Medical | Engineering | Economics | |
|---|---|---|---|---|---|---|
| Claude Opus 5.5 (Max, Default Fallback) | 1 (61) | 1 (64) | 1 (63) | 1 (61) | 1 (60) | 1 (66) |
| Claude Fable 5.1 (Max, Default Fallback) | 3 (56) | 2 (60) | 2 (60) | 3 (58) | 3 (56) | 2 (63) |
| Claude Sonnet 5.5 (Max, Default Fallback) | 2 (57) | 3 (60) | 5 (56) | 2 (58) | 2 (58) | 3 (61) |
| GPT-6 Astra (Max) | 4 (55) | 4 (57) | 3 (59) | 4 (52) | 4 (55) | 4 (60) |
| GPT-6.1 Sol (Max) | 5 (54) | 5 (57) | 4 (58) | 5 (51) | 5 (54) | 5 (59) |
| Grok 4.7 (Xhigh) | 6 (52) | 6 (54) | 6 (54) | 6 (47) | 6 (47) | 6 (56) |
| Kimi K3 (Max) | 7 (47) | 8 (50) | 8 (49) | 8 (45) | 13 (43) | 7 (53) |
| Gemini 3.8 Flash (High) | 8 (47) | 9 (48) | 7 (52) | 12 (42) | 14 (43) | 10 (52) |
| MiMo-V2.6-Pro | 9 (46) | 10 (48) | 11 (45) | 11 (42) | 8 (47) | 8 (53) |
| GLM-5.3 (Max) | 13 (45) | 11 (48) | 13 (42) | 7 (47) | 7 (47) | 12 (51) |
| Qwen3.8 Max (0902) | 10 (46) | 12 (47) | 10 (46) | 13 (41) | 9 (46) | 11 (52) |
| Step 5 Preview | 11 (45) | 13 (47) | 9 (46) | 14 (41) | 10 (45) | 9 (53) |
| Claude Haiku 5.5 (Max) | 14 (44) | 15 (40) | 12 (42) | 10 (44) | 11 (45) | 13 (51) |
| GLM-5.3-Flash | 15 (42) | 14 (45) | 15 (40) | 9 (45) | 12 (44) | 14 (49) |
| DeepSeek V4.1 Flash (Max) | 12 (45) | 7 (52) | 14 (41) | 15 (41) | 15 (39) | 15 (44) |
Evaluations
Agentic knowledge work, (Elo-500)/2000
Knowledge
1 - hallucination rate
Agentic SaaS workflows
Agentic real-world work tasks, (Elo-500)/2000
Reasoning & knowledge
Professional document reasoning, All-pass
Agentic coding & terminal use
Long context reasoning
Coding
Physics reasoning
Agentic scientific research workflows in a terminal
Agentic software engineering in open-source repositories
Quantitative analysis on spreadsheets & documents
Legal agentic work, Hallucination-Gated All-Pass Rate
Agentic business operations
Kubernetes incident root-cause analysis
Medical long context reasoning
Visual reasoning
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