Artificial Analysis Coding Index — Spelled-out name for aa_coding_index; single-datapoint value fits population range
| # | Model | Vendor | Best score | Runs | Last seen |
|---|---|---|---|---|---|
| 1 | GPT-5.6 Sol | OpenAI | 78.3 | 6 | 2026-07-10 |
| 2 | Opus 5 | Anthropic | 78 | 5 | 2026-07-25 |
| 3 | Grok 4.6 | SpaceXAI | 76.8 | 4 | 2026-08-22 |
| 4 | GPT-5.6 Terra | OpenAI | 76.7 | 6 | 2026-07-10 |
| 5 | Claude Fable 5 | Anthropic | 76.5 | 1 | 2026-06-10 |
| 6 | Kimi K3 | Moonshot | 76.2 | 3 | 2026-07-31 |
| 7 | Gemini 3.7 Flash | 76.1 | 3 | 2026-08-14 | |
| 8 | GPT-5.5 | OpenAI | 74.9 | 5 | 2026-06-01 |
| 9 | GLM-5.3 | Z.ai | 74.8 | 1 | 2026-08-19 |
| 10 | Claude Opus 4.8 | Anthropic | 74.3 | 1 | 2026-06-01 |
| 11 | Claude Opus 4.7 | Anthropic | 73.6 | 2 | 2026-06-01 |
| 12 | Grok4.5 | SpaceXAI | 72.4 | 1 | 2026-07-09 |
| 13 | Muse Spark 1.2 | Meta | 72.2 | 1 | 2026-08-06 |
| 14 | Qwen3.8 2.4T A95B | Alibaba | 71.9 | 1 | 2026-08-14 |
| 15 | Qwen3.8 Max Preview | Alibaba | 71.8 | 1 | 2026-08-06 |
| 16 | Claude Sonnet 5 | Anthropic | 71.5 | 2 | 2026-07-02 |
| 17 | GPT-5.6 Luna | OpenAI | 71.4 | 6 | 2026-07-10 |
| 18 | Muse Spark 1.1 | Meta | 71.3 | 1 | 2026-07-11 |
| 19 | GPT-5.4 | OpenAI | 71.1 | 3 | 2026-05-02 |
| 20 | Gemini 3.5 Flash | 70.1 | 3 | 2026-06-01 | |
| 21 | Gemini 3.6 Flash | 69.2 | 1 | 2026-07-22 | |
| 22 | DeepSeek-V4-Flash | DeepSeek | 69.1 | 5 | 2026-08-01 |
| 23 | Gemini 3.1 Pro | 68.8 | 2 | 2026-07-07 | |
| 24 | GLM-5.2 Full Open Source | Z.ai | 68.8 | 2 | 2026-07-11 |
| 25 | Qwen3.8 27B | Alibaba | 68.1 | 4 | 2026-08-22 |
| 26 | Qwen3.7 Max | Alibaba | 66 | 1 | 2026-05-20 |
| 27 | Motif-3 | Motif Technologies | 63.5 | 1 | 2026-08-13 |
| 28 | Claude Sonnet 4.6 | Anthropic | 63 | 3 | 2026-05-02 |
| 29 | Motif-3-Beta | Motif Technologies | 62 | 1 | 2026-07-21 |
| 30 | Kimi K2.6 | Moonshot | 61.8 | 3 | 2026-07-07 |
| 31 | Kimi K2.7 Code | Moonshot | 60.8 | 2 | 2026-07-07 |
| 32 | MiMo V2.5 Pro | Xiaomi | 60.2 | 3 | 2026-07-07 |
| 33 | DeepSeek-V4-Pro | DeepSeek | 59.4 | 3 | 2026-06-29 |
| 34 | Nex-N2-Pro | Nex AGI | 59.1 | 2 | 2026-07-07 |
| 35 | Hy3-preview | Tencent | 58.8 | 2 | 2026-05-02 |
| 36 | Agnes 2.5 Pro Alpha | Sapiens AI | 58.8 | 1 | 2026-07-25 |
| 37 | Muse Spark | Meta | 58.6 | 2 | 2026-07-07 |
| 38 | MiniMax M3 | MiniMax | 58.6 | 2 | 2026-07-07 |
| 39 | GPT-5.4 mini | OpenAI | 56.1 | 3 | 2026-06-01 |
| 40 | GPT-5.4 nano | OpenAI | 56.1 | 3 | 2026-06-01 |
| 41 | Qwen3.7 Plus Preview | Alibaba | 55.9 | 2 | 2026-07-07 |
| 42 | GLM-5.1 | Z.ai | 55.8 | 2 | 2026-05-02 |
| 43 | Qwen3.6 Plus | Alibaba | 54.5 | 2 | 2026-07-07 |
| 44 | Qwen3.6 27B | Alibaba | 53.7 | 2 | 2026-05-02 |
| 45 | GPT-5.3 Codex | OpenAI | 53.1 | 1 | 2026-05-02 |
| 46 | Inkling-Small | Thinking Machines | 52.9 | 1 | 2026-07-31 |
| 47 | Solar Pro4 | Upstage | 52.7 | 1 | 2026-08-13 |
| 48 | MiniMax M2.7 | MiniMax | 52.6 | 2 | 2026-07-07 |
| 49 | JT-4.1 Flash 236B A21B | China Mobile | 52.4 | 1 | 2026-07-10 |
| 50 | Claude Sonnet 4.5 | Anthropic | 52.1 | 2 | 2026-06-01 |
| 51 | Inkling | Thinking Machines | 52.1 | 1 | 2026-07-16 |
| 52 | Grok Build 0.1 | SpaceXAI | 51.5 | 2 | 2026-07-07 |
| 53 | Ling-3.0-flash | InclusionAI | 50.6 | 1 | 2026-08-06 |
| 54 | MiMo V2 Flash | Xiaomi | 49.8 | 3 | 2026-05-06 |
| 55 | GPT-5.1 | OpenAI | 49.4 | 2 | 2026-05-02 |
| 56 | Gemini 3.5 Flash Lite | 49.3 | 1 | 2026-07-22 | |
| 57 | Nemotron 3 Ultra 550B A55B | NVIDIA | 49.3 | 1 | 2026-06-06 |
| 58 | Muse Glimmer | Meta | 49 | 1 | 2026-08-11 |
| 59 | GPT-5.2 | OpenAI | 48.7 | 3 | 2026-05-02 |
| 60 | Qwen3.5 397B A17B | Alibaba | 48.2 | 2 | 2026-06-01 |
| 61 | Claude Opus 4.6 | Anthropic | 48.1 | 2 | 2026-06-01 |
| 62 | Claude Opus 4.5 | Anthropic | 47.8 | 2 | 2026-05-06 |
| 63 | Kimi K2.5 | Moonshot | 46.8 | 2 | 2026-06-01 |
| 64 | Gemini 2.5 Pro | 46.7 | 4 | 2026-07-07 | |
| 65 | Gemini 3 Pro | 46.5 | 2 | 2026-05-02 | |
| 66 | GLM-4.6 | Z.ai | 45.8 | 2 | 2026-07-07 |
| 67 | Qwen3.5 122B A10B | Alibaba | 45.7 | 2 | 2026-05-02 |
| 68 | LongCat-2.0 | Meituan | 45.3 | 1 | 2026-07-20 |
| 69 | GLM-4.7 | Z.ai | 45.3 | 2 | 2026-06-01 |
| 70 | GPT-5.5 Instant | OpenAI | 45.1 | 3 | 2026-07-07 |
| 71 | Qwen3.6 Max Preview | Alibaba | 44.9 | 1 | 2026-05-02 |
| 72 | Solar Open2 250B | Upstage | 44.7 | 1 | 2026-08-13 |
| 73 | GLM-5 | Z.ai | 44.2 | 2 | 2026-05-02 |
| 74 | DeepSeek-V3.2 | DeepSeek | 44.2 | 2 | 2026-05-02 |
| 75 | Claude Haiku 4.5 | Anthropic | 43.9 | 2 | 2026-06-01 |
| 76 | DeepSeek-V3.1-Terminus | DeepSeek | 43.5 | 2 | 2026-06-01 |
| 77 | Gemma 4 31B | 43.4 | 2 | 2026-06-01 | |
| 78 | GPT-5.2 Codex | OpenAI | 43 | 1 | 2026-05-02 |
| 79 | Gemini 3 Flash Preview | 42.6 | 2 | 2026-05-02 | |
| 80 | Grok 4.3 | SpaceXAI | 42.2 | 5 | 2026-05-23 |
| 81 | Grok 4.20 | SpaceXAI | 42.2 | 1 | 2026-05-02 |
| 82 | Qwen3.6 35B A3B | Alibaba | 41.9 | 2 | 2026-06-01 |
| 83 | MiMo V2 Pro | Xiaomi | 41.4 | 1 | 2026-05-02 |
| 84 | K-EXAONE 2.0 0803 | LG AI | 40.6 | 1 | 2026-08-13 |
| 85 | Grok 4 | SpaceXAI | 40.5 | 1 | 2026-05-02 |
| 86 | Grok 4.20 0309 V2 | SpaceXAI | 40.5 | 3 | 2026-06-18 |
| 87 | o1 | OpenAI | 39.7 | 2 | 2026-07-07 |
| 88 | Step 3.7 Flash | StepFun | 39.6 | 2 | 2026-07-07 |
| 89 | Gemma 4 26B A4B | 39.3 | 2 | 2026-05-06 | |
| 90 | GPT-5 | OpenAI | 38.9 | 4 | 2026-07-04 |
| 91 | GPT-5 Codex | OpenAI | 38.9 | 1 | 2026-05-02 |
| 92 | A.X-K2 | SK Telecom | 38.8 | 1 | 2026-08-13 |
| 93 | o3 | OpenAI | 38.4 | 1 | 2026-05-02 |
| 94 | DeepSeek-V3.2-Speciale | DeepSeek | 37.9 | 1 | 2026-05-02 |
| 95 | Nemotron 3 Super 120B A12B | NVIDIA | 37.7 | 1 | 2026-06-01 |
| 96 | Claude Sonnet 4 | Anthropic | 37.6 | 2 | 2026-06-01 |
| 97 | MiniMax M2.5 | MiniMax | 37.4 | 1 | 2026-05-02 |
| 98 | Qwen3.5 35B A3B | Alibaba | 37 | 2 | 2026-05-02 |
| 99 | MiMo V2 Omni | Xiaomi | 36.9 | 2 | 2026-05-02 |
| 100 | GLM-5-Turbo | Z.ai | 36.8 | 1 | 2026-05-02 |
Best tracked score per model (default configuration; source-attributed and verification-tiered). Open a model for its full benchmark surface, provenance and pricing.