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O3 + gpt-4.1

OpenAI

Strongest in Agentic coding (#18 of 169, on 1 of its 5 boards), weakest in Coding (#22 of 176). Above par in 2 of 2 scopes. Among the models it meets almost everywhere, it finishes behind Claude Opus 5.5 and Claude Opus 5 and ahead of GPT-5.6 Terra and Claude Haiku 5.5.

§ 1 · Profile

What it is good at

Bars run from 50 — the average of the models each source lists — so right of the line is above par. The middle column is the gap to whoever leads that scope.

Coding57.2#22/176
Agentic coding57.9#18/169

§ 2 · Head to head

What it beats, and what beats it

The same models turn up scope after scope. Counted once: where both were placed, who finished higher. Bars run right for O3 + gpt-4.1, left for the other.

NVIDIA Nemotron 3.5 Lightning 30B A3Bwon 2 · lost 0
NVIDIA Nemotron 3 Ultra 550B A55Bwon 2 · lost 0
Grok 4.1 Fastwon 2 · lost 0
GPT-4o Miniwon 2 · lost 0
Claude Haiku 4.5won 2 · lost 0
Ling 3.0 Flash Finwon 2 · lost 0
Grok 4.3won 2 · lost 0
Mercury 2.5won 2 · lost 0
Command Awon 2 · lost 0
Mistral Medium 3.5won 2 · lost 0
Mistral Large 3won 2 · lost 0
Laguna XS.2won 2 · lost 0
Grok 4 Fastwon 2 · lost 0
Grok 4.20won 2 · lost 0
GPT-4owon 2 · lost 0
Laguna M.1won 2 · lost 0
Gemma 4 31Bwon 2 · lost 0
Gemma 3 27B Itwon 2 · lost 0
Gemini 3.1 Flash Litewon 2 · lost 0
Qwen3.6 27Bwon 2 · lost 0
GPT OSS 120Bwon 2 · lost 0
Ling 3.0 Flashwon 2 · lost 0
Kimi K2.5won 2 · lost 0
GPT-5 Miniwon 2 · lost 0
GLM-4.6won 2 · lost 0
GPT-4.1 Nanowon 2 · lost 0
Qwen3 Maxwon 2 · lost 0
Openhands Lm 32B V0.1won 2 · lost 0
Qwen3.6 Pluswon 2 · lost 0
MiniMax M2.7won 2 · lost 0
Codestral 25.01won 2 · lost 0
Command A Qualitywon 2 · lost 0
SWE-1.6 Fastwon 2 · lost 0
Yi Lightningwon 2 · lost 0
Grok Build 0.1won 2 · lost 0
Gemini 3 Flashwon 2 · lost 0
Llama 4 Maverick Instructwon 2 · lost 0
Inklingwon 2 · lost 0
GPT-5.4 Nanowon 2 · lost 0
Qwen2.5 Coder 32B Instructwon 2 · lost 0
GPT 5.1 Codexwon 2 · lost 0
Claude Opus 4.5won 2 · lost 0
Gemini 3.5 Flash Litewon 2 · lost 0
DeepSeek V2.5won 2 · lost 0
Gemini 2.0 Flash Thinkingwon 2 · lost 0
Qwen3.7 Maxwon 2 · lost 0
GPT-5.4 Miniwon 2 · lost 0
Gemini 3.1 Prowon 2 · lost 0
QwQ 32Bwon 2 · lost 0
Qwen Maxwon 2 · lost 0
Gemini 2.0 Flashwon 2 · lost 0
Kimi K2 Thinkingwon 2 · lost 0
Qwen 3.5 Pluswon 2 · lost 0
Nemotron 3 Nano 4Bwon 2 · lost 0
MiniMax M3won 2 · lost 0
Gemma 4 E4Bwon 2 · lost 0
G9v3 3Bwon 2 · lost 0
GPT 5.1 Codex Maxwon 2 · lost 0
Claude Sonnet 4.5won 2 · lost 0
DeepSeek V3won 2 · lost 0
Qwen3.7 Pluswon 2 · lost 0
MiniMax M2.5won 2 · lost 0
GPT-5.1won 2 · lost 0
Mimo V2.5won 2 · lost 0
Inkling Smallwon 2 · lost 0
QwQ-32B + Qwen 2.5 Coder Instructwon 2 · lost 0
Devstral 2won 2 · lost 0
Nemotron 3.5 Super VLwon 2 · lost 0
GLM-5won 2 · lost 0
K2 Horizon 7Bwon 2 · lost 0
Gemini 3 Prowon 2 · lost 0
Claude 3.5 Haikuwon 2 · lost 0
Qwen3.5 Flashwon 2 · lost 0
Mimo V2.5 Prowon 2 · lost 0
Claude 3.5 Sonnetwon 2 · lost 0
DeepSeek V4 Flash Visionwon 2 · lost 0
Granite 4.2 3Bwon 2 · lost 0
GPT-4.1 Miniwon 2 · lost 0
Qwen3.5 4Bwon 2 · lost 0
O1 Miniwon 2 · lost 0
Kimi K2.6won 2 · lost 0
GPT-5.2 Codexwon 2 · lost 0
GLM-5.1won 2 · lost 0
Gemini 2.0 Prowon 2 · lost 0
DeepSeek V3.2won 2 · lost 0
Kimi K2.7 Codewon 2 · lost 0
Claude Sonnet 4.6won 2 · lost 0
GLM-4.7won 2 · lost 0
Qwen3.8 Max 0902won 2 · lost 0
Muse Spark Openwon 2 · lost 0
Gemini Exp 1206won 2 · lost 0
Granite 4.2 8Bwon 2 · lost 0
Gemma 4 12Bwon 2 · lost 0
K2 Horizon 32Bwon 2 · lost 0
Qwen3.5 9Bwon 2 · lost 0
Qwen3 32Bwon 2 · lost 0
Gemini 2.5 Prowon 2 · lost 0
Granite 4.2 30Bwon 2 · lost 0
G9v3 39A5Bwon 2 · lost 0
Gemini 3.5 Flashwon 2 · lost 0
K2 Horizon 3.7Bwon 2 · lost 0
NVIDIA Nemotron 3 Super 120B A12Bwon 2 · lost 0
Qwen3.6 Maxwon 2 · lost 0
Gemini 3.6 Flashwon 2 · lost 0
Qwen3.6 35B A3Bwon 2 · lost 0
DeepSeek V4won 2 · lost 0
GPT-4.5won 2 · lost 0
ChatGPT-4owon 2 · lost 0
Ox Alphawon 2 · lost 0
GPT-5.2won 2 · lost 0
MiniMax M2.1won 2 · lost 0
Claude Opus 4.6won 2 · lost 0
Mistral Large 4won 2 · lost 0
DeepSeek Chat V3 (prev)won 2 · lost 0
Nemotron 3.5 30B-A3Bwon 2 · lost 0
K2 Horizon MoVA 36B A4Bwon 2 · lost 0
Muse Sparkwon 2 · lost 0
Muse Glimmer-30Bwon 2 · lost 0
Grok 4won 2 · lost 0
GLM-5.3 Flashwon 2 · lost 0
Composer 2.5won 2 · lost 0
GPT-4.1won 2 · lost 0
GPT-5won 2 · lost 0
Beam 1.0won 2 · lost 0
Optimus Alphawon 2 · lost 0
Grok 3won 2 · lost 0
Quasar Alphawon 2 · lost 0
Qwen3.8 Maxwon 2 · lost 0
K2 Horizon 375B A23Bwon 2 · lost 0
Gemini 3.7 Flashwon 2 · lost 0
Claude Sonnet 4won 2 · lost 0
GPT-5.3 Codexwon 2 · lost 0
Qwen3.8 Flashwon 2 · lost 0
Gemini 2.5 Flashwon 2 · lost 0
Grok 3 Miniwon 2 · lost 0
GPT-6 Lunawon 2 · lost 0
Kimi K2won 2 · lost 0
GPT-5.4won 2 · lost 0
Gemini 3.8 Flashwon 2 · lost 0
Qwen3 235B A22B diff, no think, Alibaba APIwon 2 · lost 0
GPT-5.6 Lunawon 2 · lost 0
Kimi K3won 2 · lost 0
GLM-5.2won 2 · lost 0
O1won 2 · lost 0
Claude Sonnet 5won 2 · lost 0
Qwen3.8 27Bwon 2 · lost 0
DeepSeek R1 + claude-3-5-sonnetwon 2 · lost 0
DeepSeek V4 Flashwon 2 · lost 0
Claude 3.7 Sonnetwon 2 · lost 0
Claude Opus 4.7won 2 · lost 0
Ember 1won 2 · lost 0
Claude Opus 4won 2 · lost 0
Step 5won 2 · lost 0
Claude Opus 4.8won 2 · lost 0
Qwen3.8 Flash Nextwon 2 · lost 0
O3 Miniwon 2 · lost 0
Muse Spark 1.1won 2 · lost 0
Grok 4.5won 2 · lost 0
Muse Spark 1.2won 2 · lost 0
Mimo V2.6 Flashwon 2 · lost 0
GPT-5.5won 2 · lost 0
Grok 4.7won 2 · lost 0
Mimo V2.6 Prowon 2 · lost 0
Hy4won 2 · lost 0
Claude Haiku 5.5won 2 · lost 0
GPT-5.6 Terrawon 2 · lost 0
Grok 4.6won 1 · lost 1
Muse Spark 1.3won 1 · lost 1
DeepSeek R1won 1 · lost 1
O4 Miniwon 1 · lost 1
O3 Prowon 0 · lost 2
DeepSeek V4 Prowon 0 · lost 2
GLM-5.3won 0 · lost 2
Claude Sonnet 5.5won 0 · lost 2
GPT-6 Solwon 0 · lost 2
GPT-5.6 Solwon 0 · lost 2
O3won 0 · lost 2
Muse Wonder Fullwon 0 · lost 2
Muse Wonderwon 0 · lost 2
GPT-6.1 Solwon 0 · lost 2
Gemini 4 Argonwon 0 · lost 2
GPT-6 Astrawon 0 · lost 2
DeepSeek V4.1 Flashwon 0 · lost 2
Claude Fable 5won 0 · lost 2
Claude Fable 5.1won 0 · lost 2
Claude Opus 5won 0 · lost 2
Claude Opus 5.5won 0 · lost 2

§ 3 · Sources

Where the numbers come from

1 publication, 1 figures. Every one links to the page it was read from.

Aider polyglot ↗1 measureread 2026-10-19
Aider polyglot 78.2%

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