A task with its own rules.
A display-only Artificial Analysis agentic index.
- Organisation
- Artificial Analysis
- Version
- 2026
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A display-only Artificial Analysis agentic index.
Observed results
20 ranked models · higher is better · labels show rank and score
| Model | Rank | Model ID | Provider | Score | Unit |
|---|---|---|---|---|---|
| Claude Opus 5 | #1 | claude-opus-5 | Anthropic | 55.26 | index |
| GPT-5.6 Sol | #2 | gpt-5-6-sol | OpenAI | 54 | index |
| Claude Fable 5 | #3 | claude-fable-5 | Anthropic | 52.81 | index |
| Kimi K3 | #4 | kimi-k3 | Moonshot AI | 50.07 | index |
| GPT-5.6 Terra | #5 | gpt-5-6-terra | OpenAI | 47.38 | index |
| Claude Opus 4.8 | #6 | claude-opus-4-8 | Anthropic | 47.18 | index |
| Claude Sonnet 5 | #7 | claude-sonnet-5 | Anthropic | 46.69 | index |
| Grok 4.5 | #8 | grok-4-5 | xAI | 45.69 | index |
| GPT-5.6 Luna | #9 | gpt-5-6-luna | OpenAI | 45.6 | index |
| GPT-5.5 | #10 | gpt-5-5 | OpenAI | 44.87 | index |
| Claude Opus 4.7 | #11 | claude-opus-4-7 | Anthropic | 44.39 | index |
| GLM-5.2 | #12 | glm-5-2 | Z.AI | 43.06 | index |
| GPT-5.4 | #13 | gpt-5-4 | OpenAI | 41.08 | index |
| Gemini 3.6 Flash | #14 | gemini-3-6-flash | 38.72 | index | |
| Muse Spark 1.1 | #15 | muse-spark-1-1 | Meta | 37.54 | index |
| Gemini 3.5 Flash | #16 | gemini-3-5-flash | 37.45 | index | |
| DeepSeek V4 Pro | #17 | deepseek-v4-pro | DeepSeek | 36.36 | index |
| MiniMax M3 | #18 | minimax-m3 | MiniMax | 35.36 | index |
| Inkling | #19 | inkling | Thinking Machines Lab | 32.34 | index |
| DeepSeek V4 Flash | #20 | deepseek-v4-flash | DeepSeek | 31.06 | index |
| Hy3 | #21 | hy3 | Tencent | 30.73 | index |
| Hy3 Preview | #22 | hy3-preview | Tencent | 30.73 | index |
| Qwen3.7-Max | #23 | qwen-3-7-max | Alibaba Cloud | 30.59 | index |
| Kimi K2.6 | #24 | kimi-k2-6 | Moonshot AI | 30.27 | index |
| GPT-5.4 mini | #25 | gpt-5-4-mini | OpenAI | 30.17 | index |
| GLM-5.1 | #26 | glm-5-1 | Z.AI | 29.87 | index |
| Kimi K2.7 Code | #27 | kimi-k2-7-code | Moonshot AI | 29.59 | index |
| MiMo-V2.5-Pro | #28 | mimo-v2-5-pro | Xiaomi | 29.11 | index |
| Muse Spark | #29 | muse-spark | Meta | 28.69 | index |
| Qwen3.6 Plus | #30 | qwen3-6-plus | Alibaba Cloud | 27.55 | index |
| GPT-5.4 nano | #31 | gpt-5-4-nano | OpenAI | 27.54 | index |
| Nemotron 3 Ultra | #32 | nemotron-3-ultra | NVIDIA | 27.36 | index |
| Qwen3.6 27B | #33 | qwen3-6-27b | Alibaba Cloud | 27.03 | index |
| Gemini 3.5 Flash-Lite | #34 | gemini-3-5-flash-lite | 26.82 | index | |
| GPT-5 | #35 | gpt-5 | OpenAI | 25.71 | index |
| MiniMax M2.7 | #36 | minimax-m2-7 | MiniMax | 25.58 | index |
| GLM-4.7 | #37 | glm-4-7 | Z.AI | 25.39 | index |
| Grok 4.3 | #38 | grok-4-3 | xAI | 24.1 | index |
| Kimi K2.5 | #39 | kimi-k2-5 | Moonshot AI | 21.69 | index |
| Step 3.7 Flash | #40 | step-3-7-flash | StepFun | 21.53 | index |
| Qwen3.6-35B-A3B | #41 | qwen3-6-35b-a3b | Alibaba Cloud | 21.41 | index |
| GPT-5.1 | #42 | gpt-5-1 | OpenAI | 21.01 | index |
| Qwen3.7-Plus | #43 | qwen-3-7-plus | Alibaba Cloud | 20.81 | index |
| Qwen3.5-122B-A10B | #44 | qwen3-5-122b-a10b | Alibaba Cloud | 20.72 | index |
| Qwen3.5 397B A17B | #45 | qwen3-5-397b | Alibaba Cloud | 19.85 | index |
| Mistral Medium 3.5 128B | #46 | mistral-medium-3-5-128b | Mistral AI | 19 | index |
| Gemma 4 31B | #47 | gemma-4-31b | 14.45 | index | |
| GPT-OSS 120B | #48 | gpt-oss-120b | OpenAI | 13.17 | index |
| Gemma 4 26B A4B | #49 | gemma-4-26b-a4b | 10.97 | index | |
| Command A+ | #50 | command-a-plus | Cohere | 9.16 | index |
| K-Exaone | #51 | k-exaone | LG AI Research | 8 | index |
| Gemma 4 12B Unified | #52 | gemma-4-12b | 7.93 | index | |
| Gemini 2.5 Pro | #53 | gemini-2-5-pro | 7.1 | index | |
| Gemini 3.1 Flash-Lite | #54 | gemini-3-1-flash-lite | 6.17 | index | |
| Mistral Large 3 | #55 | mistral-large-3 | Mistral AI | 5.52 | index |
| Mistral Small 4 | #56 | mistral-small-4 | Mistral AI | 4.7 | index |
| Trinity-Large-Preview | #57 | trinity-large-preview | Arcee AI | 3.65 | index |
| Trinity-Large-Thinking | #58 | trinity-large-thinking | Arcee AI | 3.65 | index |
| GPT-OSS 20B | #59 | gpt-oss-20b | OpenAI | 3.1 | index |
| Ling 2.6 Flash | #60 | ling-2-6-flash | InclusionAI | 2.25 | index |
| Nemotron 3 Nano 30B | #61 | nemotron-3-nano-30b | NVIDIA | 1.99 | index |
| Gemma 4 E4B | #62 | gemma-4-e4b | 1.79 | index | |
| GPT-4.1 mini | #63 | gpt-4-1-mini | OpenAI | 1.72 | index |
| DeepSeek V3 | #64 | deepseek-v3 | DeepSeek | 1.58 | index |
| Gemma 4 E2B | #65 | gemma-4-e2b | 1.51 | index | |
| Llama 4 Maverick | #66 | llama-4-maverick | Meta | 1.31 | index |
| GPT-4.1 nano | #67 | gpt-4-1-nano | OpenAI | 1.17 | index |
| Llama 4 Scout | #68 | llama-4-scout | Meta | 1.1 | index |
| GPT-4o mini | #69 | gpt-4o-mini | OpenAI | 0.96 | index |
| Gemma 3 27B | #70 | gemma-3-27b | 0.27 | index |
One best compatible score per canonical product · higher is better
| Rank | Model | Weights | Evidence | Score |
|---|---|---|---|---|
| 01 | Claude Opus 5Anthropic | Closed weights | Source carrier | 55.3 index |
| 02 | GPT-5.6 SolOpenAI | Closed weights | Source carrier | 54 index |
| 03 | Claude Fable 5Anthropic | Closed weights | Source carrier | 52.8 index |
| 04 | Kimi K3Moonshot AI | Open weights | Source carrier | 50.1 index |
| 05 | GPT-5.6 TerraOpenAI | Closed weights | Source carrier | 47.4 index |
| 06 | Claude Opus 4.8Anthropic | Closed weights | Source carrier | 47.2 index |
| 07 | Claude Sonnet 5Anthropic | Closed weights | Source carrier | 46.7 index |
| 08 | Grok 4.5xAI | Closed weights | Source carrier | 45.7 index |
| 09 | GPT-5.6 LunaOpenAI | Closed weights | Source carrier | 45.6 index |
| 10 | GPT-5.5OpenAI | Closed weights | Source carrier | 44.9 index |
Each distinct published measurement is retained. Same-snapshot canonical and configuration projections appear once.
| Published model / configuration | Score | Evidence & protocol | Source & dates |
|---|---|---|---|
Exact BenchLM registry variant Claude Opus 5; bulk export does not retain a complete upstream harness configuration.Claude Opus 5Exact identitySource label without a registered configuration ID Canonical product: claude-opus-5 | 55.3 index | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant GPT-5.6 Sol; bulk export does not retain a complete upstream harness configuration.GPT-5.6 SolExact identitySource label without a registered configuration ID Canonical product: gpt-5-6-sol | 54 index | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Claude Fable 5; bulk export does not retain a complete upstream harness configuration.Claude Fable 5Exact identitySource label without a registered configuration ID Canonical product: claude-fable-5 | 52.8 index | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Kimi K3; bulk export does not retain a complete upstream harness configuration.Kimi K3Exact identitySource label without a registered configuration ID Canonical product: kimi-k3 | 50.1 index | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant GPT-5.6 Terra; bulk export does not retain a complete upstream harness configuration.GPT-5.6 TerraExact identitySource label without a registered configuration ID Canonical product: gpt-5-6-terra | 47.4 index | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Claude Opus 4.8; bulk export does not retain a complete upstream harness configuration.Claude Opus 4.8Exact identitySource label without a registered configuration ID Canonical product: claude-opus-4-8 | 47.2 index | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Claude Sonnet 5; bulk export does not retain a complete upstream harness configuration.Claude Sonnet 5Exact identitySource label without a registered configuration ID Canonical product: claude-sonnet-5 | 46.7 index | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Grok 4.5; bulk export does not retain a complete upstream harness configuration.Grok 4.5Exact identitySource label without a registered configuration ID Canonical product: grok-4-5 | 45.7 index | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant GPT-5.6 Luna; bulk export does not retain a complete upstream harness configuration.GPT-5.6 LunaExact identitySource label without a registered configuration ID Canonical product: gpt-5-6-luna | 45.6 index | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant GPT-5.5; bulk export does not retain a complete upstream harness configuration.GPT-5.5Exact identitySource label without a registered configuration ID Canonical product: gpt-5-5 | 44.9 index | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
From result to context
A display-only Artificial Analysis agentic index.
The summary shows one best compatible source result per canonical product. Versions, effort settings and execution systems remain attached to the underlying records.
Scores from different versions or harnesses may not be interchangeable. The published source rows preserve those distinctions and their original units. A source result is not automatically an input to a current index.
This catalogue entry preserves available source evidence. Current indices admit only their specifically reviewed tracks and configurations.
Contamination risk: Unknown. Lifecycle: Active.