As of 2026-10-08
BenchLM.
Their board. Their ranks.
BenchLM hosts AA Agentic and Coding mirrors plus SWE-bench Verified and SWE-bench Pro. Rank follows SWE-Pro when present, else AA Coding.
BenchLM #1 is Opus 5.5
BenchLM
Aggregator snapshot, 23 Sep 2026. AA mirrors are the same numbers as the AA page — SWE boards are not.
| 1 | Opus 5.5 Anthropic · closed Anthropic’s 5.5 frontier flagship | 89.9%Roundup | — | — | — |
| 2 | Fable 5.1 Anthropic · closed New Claude 5 frontier tier | 81.2%Roundup | — | 58AA Agentic | 81.6AA Coding |
| 3 | Mythos 5 Anthropic · closed New Claude 5 frontier tier | 80.3%Roundup | 95.5%Roundup | 88%TB 2.0 | 80.3%SWE-Pro |
| 4 | Fable 5 Anthropic · closed New Claude 5 frontier tier | 80%Roundup | 95%Roundup | 51AA Agentic | 76.5AA Coding |
| 5 | Opus 5 Anthropic · closed Anthropic’s flagship frontier model | 79.2%Roundup | 96%Roundup | 56.2AA Agentic | 78AA Coding |
| 19 | Opus 4.8 Anthropic · closed Frontier reasoning/coding | 69.2%Roundup | 88.6%Roundup | 42.6AA Agentic | 74.3AA Coding |
| 23 | Hy4 Tencent · open Open Apache-2.0 coding/reasoning | 65.7%Roundup | — | — | — |
| 24 | GPT-5.6 Sol OpenAI · closed Top-tier flagship reasoning | 64.6%Roundup | — | 50.5AA Agentic | 77.4AA Coding |
| 25 | Opus 4.7 Anthropic · closed Frontier coding/reasoning | 64.3%Roundup | 87.6%Roundup | 39.5AA Agentic | 73.6AA Coding |
| 26 | Sonnet 5 Anthropic · closed Frontier general-purpose/agentic | 63.2%Roundup | 85.2%Roundup | 44.3AA Agentic | 71.5AA Coding |
| 27 | Qwen3.7 Max Alibaba · closed Frontier Chinese model | 60.6%Roundup | 80.4%Roundup | 23.9AA Agentic | 66AA Coding |
| 29 | GPT-5.5 OpenAI · closed Frontier reasoning + agents | 58.6%Roundup | — | 37.3AA Agentic | 74.9AA Coding |
| 31 | MiMo V2.5 Pro Xiaomi · open Open MIT, cheap per-task | 57.2%Roundup | — | 22.7AA Agentic | 60.2AA Coding |
| 32 | V4 Pro 0813 DeepSeek · open Current DeepSeek-V4 open challenger | 55.4%Roundup | 80.6%Roundup | 49.6AA Agentic | 68.8AA Coding |
| 33 | Inkling Thinking Machines · open New open lab, Apache-2.0 | 54.3%Roundup | 77.6%Roundup | 24.3AA Agentic | 52.1AA Coding |
| 34 | V4 Flash DeepSeek · open Open price-performance pick | 52.6%Roundup | 79%Roundup | 41.7AA Agentic | 69.1AA Coding |
| 35 | Grok 4.20 SpaceXAI · closed Frontier reasoning/agents | 51.8%Roundup | 76.7%Roundup | 47.1%TB 2.0 | 76.7%SWE Verified |
| 6 | GPT-6 Astra OpenAI · closed OpenAI GPT-6 flagship | — | — | 51.5AA Agentic | 76.9AA Coding |
| 7 | Grok 4.6 SpaceXAI · closed Latest Grok frontier model | — | — | 53.4AA Agentic | 76.8AA Coding |
| 10 | Kimi K3 Moonshot AI · open Frontier open-weight | — | — | 50.6AA Agentic | 76.2AA Coding |
| 17 | Qwen3.8 Max Alibaba · closed Hosted 2.4T flagship; weights promised | — | — | 49.6AA Agentic | 71.8AA Coding |
| 14 | Flash Next Alibaba · open Qwen4-architecture open preview | — | — | — | 73AA Coding |
| 16 | Spark 1.2 Meta · closed Agent-native Meta model | — | — | 44AA Agentic | 72.2AA Coding |
| 12 | Spark 1.3 Meta · closed Agent-native Meta model; reaches the frontier | — | — | 55.7AA Agentic | 75.8AA Coding |
| 8 | GPT-5.6 Terra OpenAI · closed Balanced GPT-5.6 | — | — | 43.7AA Agentic | 76.7AA Coding |
| 9 | 3.8 Flash Google DeepMind · closed Latest Flash workhorse | — | — | 41.1AA Agentic | 76.3AA Coding |
| 11 | 3.7 Flash Google DeepMind · closed Latest Flash workhorse | — | — | 36.4AA Agentic | 76.1AA Coding |
| 15 | Grok 4.5 SpaceXAI · closed Frontier coding/agents | — | — | 42.1AA Agentic | 72.5AA Coding |
| 13 | GLM-5.3 Z.ai · staged Latest GLM coding / cyber-defense | — | — | 53.4AA Agentic | 74.8AA Coding |
| 21 | GLM-5.2 Zhipu AI · open Frontier/open-weight coding | — | — | 39.4AA Agentic | 68.8AA Coding |
| 18 | GPT-5.6 Luna OpenAI · closed Cost-efficient GPT-5.6 | — | — | 42.7AA Agentic | 71.5AA Coding |
| 19 | 3.6 Flash Google DeepMind · closed Frontier-class fast reasoning | — | — | 30.1AA Agentic | 69.2AA Coding |
| 21 | 3.1 Pro Google DeepMind · closed Frontier multimodal/reasoning | — | — | 10.3AA Agentic | 68.8AA Coding |
| 36 | Grok 4.3 SpaceXAI · closed Frontier reasoning/agents | — | — | 17.2AA Agentic | 42.3AA Coding |
| 28 | Hy3 Tencent · open Open Apache-2.0 coding/reasoning | — | — | 25.6AA Agentic | 58.8AA Coding |
| 29 | MiniMax M3 MiniMax · open Open-weight frontier-adjacent | — | 80.5%Roundup | 30.8AA Agentic | 58.6AA Coding |
36 models on this board · # is this page’s rank