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AA Coding Index — AI model leaderboard

AI models ranked by AA Coding Index, an aggregated third-party benchmark from artificial_analysis. Higher is better. Cross-referenced against our first-party meo scores and Effective Value (𝕍).

Ranking 82 models across the full field · as of 2026-06-07.

#ModelLabAA Coding Index
1OpenAI: GPT-5.5openai59.1
2OpenAI: GPT-5.4openai57.2
3Anthropic: Claude Opus 4.8anthropic56.7
4Google: Gemini 3.1 Pro Previewgoogle55.5
5OpenAI: GPT-5.3-Codexopenai53.1
6Anthropic: Claude Opus 4.7anthropic52.5
7OpenAI: GPT-5.4 Miniopenai51.5
8Qwen: Qwen3.7 Maxqwen50.1
9OpenAI: GPT-5.2 Chatopenai48.7
10DeepSeek: DeepSeek V4 Prodeepseek47.5
11Qwen: Qwen3.7 Plusqwen46.5
12Anthropic: Claude Sonnet 4.6anthropic46.4
13Kwaipilot: KAT-Coder-Pro V2kwaipilot45.6
14Xiaomi: MiMo-V2.5-Proxiaomi45.5
15Google: Gemini 3.5 Flashgoogle45.0
16OpenAI: GPT-5.1openai44.7
17OpenAI: GPT-5.4 Nanoopenai43.9
18MiniMax: MiniMax M3minimax43.4
19Z.ai: GLM 5.1z-ai43.4
20OpenAI: GPT-5.2-Codexopenai43.0
21Qwen: Qwen3.6 Plusqwen42.9
22MiniMax: MiniMax M2.7minimax41.9
23Qwen: Qwen3.5 397B A17Bqwen41.3
24xAI: Grok 4.3x-ai41.0
25OpenAI: GPT-5 Codexopenai38.9
26DeepSeek: DeepSeek V4 Flashdeepseek38.7
27Google: Gemma 4 31Bgoogle38.7
28OpenAI: o3openai38.4
29Google: Gemini 3 Flash Previewgoogle37.8
30StepFun: Step 3.7 Flashstepfun37.1
31Z.ai: GLM 5 Turboz-ai36.8
32OpenAI: GPT-5.1-Codexopenai36.6
33Tencent: Hy3 previewtencent36.5
34Qwen: Qwen3.6 27Bqwen36.5
35OpenAI: GPT-5.1-Codex-Miniopenai36.4
36Z.ai: GLM 5V Turboz-ai36.2
37OpenAI: GPT-5openai36.0
38Mistral: Mistral Medium 3.5mistralai35.4
39OpenAI: GPT-5 Miniopenai35.3
40Qwen: Qwen3.6 35B A3Bqwen35.2
41Qwen: Qwen3.5-122B-A10Bqwen34.7
42StepFun: Step 3.5 Flashstepfun34.6
43OpenAI: o1openai34.0
44inclusionAI: Ring-2.6-1Tinclusionai33.3
45inclusionAI: Ling-2.6-1Tinclusionai33.1
46Google: Gemini 2.5 Progoogle32.0
47Inception: Mercury 2inception30.6
48Google: Gemini 3.1 Flash Litegoogle30.1
49OpenAI: gpt-oss-120bopenai28.6
50Arcee AI: Trinity Large Thinkingarcee-ai27.2
51Xiaomi: MiMo-V2-Flashxiaomi25.8
52OpenAI: o4 Miniopenai25.6
53Qwen: Qwen3.5-9Bqwen25.3
54OpenAI: GPT-4o (2024-05-13)openai24.2
55inclusionAI: Ling-2.6-flashinclusionai23.2
56Qwen: Qwen3 Coder Nextqwen22.9
57Google: Gemma 4 26B A4B (free)google22.4
58OpenAI: GPT-4.1openai21.8
59OpenAI: GPT-4 Turboopenai21.5
60OpenAI: GPT-5 Nanoopenai20.3
61Prime Intellect: INTELLECT-3prime-intellect19.1
62OpenAI: gpt-oss-20bopenai18.5
63OpenAI: GPT-4.1 Miniopenai18.5
64OpenAI: o3 Miniopenai17.9
65Google: Gemini 2.5 Flashgoogle17.8
66OpenAI: o3 Mini Highopenai17.3
67OpenAI: GPT-4oopenai16.7
68OpenAI: GPT-4o (2024-08-06)openai16.6
69Meta: Llama 4 Maverickmeta-llama15.6
70Google: Gemini 2.5 Flash Lite Preview 09-2025google14.5
71Upstage: Solar Pro 3upstage13.3
72OpenAI: GPT-4openai13.1
73OpenAI: GPT-4.1 Nanoopenai11.2
74Microsoft: Phi 4microsoft11.2
75Cohere: Command Acohere9.9
76Google: Gemma 3 27Bgoogle9.6
77Reka Flash 3rekaai8.9
78IBM: Granite 4.1 8Bibm-granite7.3
79Meta: Llama 4 Scoutmeta-llama6.7
80Google: Gemma 3 12Bgoogle6.3
81Microsoft: Phi 4 Mini Instructmicrosoft3.6
82Google: Gemma 3 4Bgoogle2.9

Artificial Analysis (artificialanalysis.ai). Redistribution requires an AA commercial license.

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