独立 AI 分析

了解 AI 格局,为你的使用场景选择最佳模型和服务商

Artificial Analysis Intelligence Index · Higher is better
No publicly available API
Output tokens per second · Higher is better
No publicly available API
Weighted average cost (USD) per Intelligence Index task · Lower is better
No publicly available API
新增语言模型评测 · 11月2日
Gemini 4 Carbon (Low)Gemini 4 Carbon (Low)
新增语言模型评测 · 11月2日
Nanbeige4.3-33BNanbeige4.3-33B
新增语言模型评测 · 11月1日
Gemini 4 Carbon (Medium)Gemini 4 Carbon (Medium)
新增语言模型评测 · 11月1日
DeepSeek V4.1 Flash 1017 (High)DeepSeek V4.1 Flash 1017 (High)
新增语言模型评测 · 10月30日
DeepSeek V4.1 Flash 1017 (Non-reasoning)DeepSeek V4.1 Flash 1017 (Non-reasoning)
新增语言模型评测 · 10月29日
Mistral Large 4 (Medium)Mistral Large 4 (Medium)
新增语言模型评测 · 10月29日
Mistral Large 4 (High)Mistral Large 4 (High)
新文章发布 · 10月28日
Gemini 4 Carbon is the new #1 on the Artificial Analysis Intelligence Index v5
新文章发布 · 10月28日
GitHub Copilot Fusion orchestrates Anthropic and OpenAI models to balance performance and cost
新增语言模型评测 · 10月28日
Gemini 4 Carbon (High)Gemini 4 Carbon (High)
新文章发布 · 10月27日
Announcing Artificial Analysis Intelligence Index v5
方法论更新 · 10月27日
Artificial AnalysisArtificial Analysis Intelligence Index v5.0
新文章发布 · 10月26日
GPT-6.1 Terra pushes the cost efficiency frontier
新文章发布 · 10月26日
Code2Video-AA: how well do AI models design videos in code?
新增语言模型评测 · 10月26日
GPT-6.1 Terra (Non-reasoning)GPT-6.1 Terra (Non-reasoning)
新增语言模型评测 · 10月26日
GPT-6.1 Terra (Low)GPT-6.1 Terra (Low)
新增语言模型评测 · 10月26日
GPT-6.1 Terra (Medium)GPT-6.1 Terra (Medium)
新增语言模型评测 · 10月26日
GPT-6.1 Terra (High)GPT-6.1 Terra (High)
新增语言模型评测 · 10月26日
GPT-6.1 Terra (Xhigh)GPT-6.1 Terra (Xhigh)
新增语言模型评测 · 10月26日
GPT-6.1 Terra (Max)GPT-6.1 Terra (Max)查看更多

基于我们的独立评测,展示领先语言模型的智能、速度和成本

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v5.0 incorporates 9 evaluations: AA-Briefcase v1.1, AutomationBench-AA, Terminal-Bench 4.0, FrontierCode 2.0, AA-Omniscience v1.1, GDP.pdf, HLE-Diamond, CritPt v2 (Hard Subset), and Terminal-Bench-Science 0.1
No publicly available API

每项 Intelligence Index 任务的成本

Weighted average cost (USD) per Intelligence Index task · Segmented by token type · Lower is better
No publicly available API

Intelligence Index 与每项任务的成本

Artificial Analysis Intelligence Index · Weighted average cost (USD) per Artificial Analysis Intelligence Index task
Most attractive quadrant
Pareto line

按模型发布版本划分的 Intelligence Index 与单任务成本

All reasoning and effort variants of each selected release · Weighted average cost (USD) per Artificial Analysis Intelligence Index task
Most attractive quadrant
Pareto line

Artificial Analysis Progress Index v1 变化趋势New

Item response theory estimate of general capability across Artificial Analysis evaluations · Highest-scoring effort variant shown

Artificial Analysis Coding Agent Index

Artificial Analysis Coding Agent Index v2.0 incorporates 3 benchmarks: FrontierCode v1.1, Terminal-Bench 4.0, and SWE-Atlas-QnA-AA · Higher is better
着色方式
未公开

Artificial Analysis Cyber Index

Artificial Analysis Cyber Index v1 incorporates 3 evaluations: CWE-Bench-AA, DeepsecBench-AA, and CyberGym-E2E-AA
Successes
Safety blocks
Trusted-access model (not publicly available)

Artificial Analysis Decision Index

Weighted average of AA-Omniscience-Decision, HLE-MultiChoice, When2Call, and WildGuardTest · Higher is better

能力指数对比

所选模型在各能力指数中的排名
能力指数对比
财务与会计战略与运营法律医疗与健康工程经济学
Claude Opus 5.5 (Max, Default Fallback)1 (59)1 (61)1 (58)1 (58)1 (65)1 (62)
GPT-6 Astra (Max)2 (57)3 (58)2 (56)3 (54)2 (62)3 (58)
GPT-6.1 Sol (Max)3 (56)7 (58)4 (54)4 (52)3 (59)4 (57)
Claude Sonnet 5.5 (Max, Default Fallback)4 (56)2 (58)5 (52)2 (54)4 (58)5 (56)
Claude Fable 5.1 (Max, Default Fallback)6 (54)4 (58)3 (54)7 (51)5 (57)2 (59)
Muse Wonder Full (Max)5 (55)5 (58)6 (51)5 (52)6 (55)6 (56)
Kimi K3.1 Pro7 (53)6 (58)7 (49)6 (52)8 (50)7 (51)
Muse Wonder (Max)9 (51)9 (54)9 (47)8 (49)9 (49)8 (51)
GPT-6.1 Terra (Max)10 (49)10 (50)10 (46)10 (45)7 (54)9 (49)
Grok 4.7 (Xhigh)8 (52)8 (55)8 (47)9 (47)11 (42)10 (48)
Qwen3.8 Max (0902)11 (45)13 (47)12 (41)12 (41)12 (39)12 (44)
DeepSeek V4.1 Flash 1017 (Max)14 (42)11 (49)14 (38)11 (41)15 (37)14 (40)
Gemini 3.8 Flash (High)13 (42)14 (47)11 (42)14 (38)13 (38)13 (41)
Claude Haiku 5.5 (Max)12 (44)15 (39)13 (39)15 (37)10 (42)11 (44)
GLM-5.3 (Max)15 (42)12 (47)15 (36)13 (39)14 (38)15 (39)

Evaluations

Evaluations measured independently by Artificial Analysis · AA-PersonalityBench scores are percentile ranks from 1 to 100
查看更多
No publicly available API

Agentic knowledge work, Elo

1 - hallucination rate

Agentic SaaS workflows

Agentic scientific research workflows in a terminal

Agentic software engineering in open-source repositories

Reasoning & knowledge

Professional document reasoning, All-pass

Agentic coding & terminal use

Physics reasoning

Quantitative analysis on spreadsheets & documents

Legal agentic work, Hallucination-Gated All-Pass Rate

Agentic business operations

Agentic real-world work tasks, Elo

Agentic interactive 3D experiences, Elo

Product and brand videos designed in code, Elo

Kubernetes incident root-cause analysis

MLCR-AAUpdated

Medical long context reasoning

Visual reasoning

Rich, varied, well-crafted language

Well-structured, scannable, answer-first

Truthful, acknowledges uncertainty, non-sycophantic

Use of filler and generic language

Artificial Analysis 的更多内容