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Ranked now165of 230 tracked models
Public evidence532verified benchmark results
Evaluation map96reviewed upstream sources
Builders / multimodal20 / 136providers · rich-input models
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Direct public data · prices never affect capability rankCoding
53 matching models · select up to four to compare
Coding. A score of 50 is the current reference-set average. Price and speed are shown for comparison but never affect rank.
Full ranking
Open a model for verified evidence, specifications and related releasesCoding
RankModelCapabilityContextAPI pricingEvidenceCompare
06—
MAMistral Large 4 0Mistral AIMultimodalReasoningTools95.4Coding1MLaunched 2026-10-06$0.7 in$2.1 out4 public results1 source · 90% coverage
10—
AQQwen3.8 FlashAlibaba Qwen · qwenMultimodalReasoningTools87.4Coding1MLaunched 2026-08-26$0.16 in$0.47 out4 public results1 source · 90% coverage
21—
AQQwen3.8-27BAlibaba Qwen · qwenMultimodalReasoningTools86.8Coding32.8kLaunched 2026-08-14$0.32 in$3.2 out5 public results2 sources · 95% coverage
02—
MMuse Wonder 1.0Meta · museMultimodalReasoningTools86.2Coding1MLaunched 2026-10-12$4 in$20 out4 public results1 source · 90% coverage
——SStep 5 PreviewstepfunMultimodalReasoningTools85.6Coding1MLaunched 2026-09-16$1 in$2.7 out0 public results0 sources · 0% coverage
17—IStep 5 PreviewIndependentMultimodalReasoningTools85.6Coding1MLaunched 2026-09-16$1 in$2.7 out8 public results3 sources · 100% coverage
03—
AClaude Opus 5.5Anthropic · claude-opusMultimodalReasoningTools85.5Coding1MLaunched 2026-09-22$4 in$20 out9 public results3 sources · 100% coverage
04—
AClaude Fable 5.1Anthropic · claude-fableMultimodalReasoningTools84.7Coding1MLaunched 2026-09-01$10 in$50 out9 public results3 sources · 100% coverage
22—
OGPT-6 LunaOpenAI · gpt-lunaMultimodalReasoningTools84.5Coding1.1MLaunched 2026-09-22$0.1 in$0.5 out5 public results2 sources · 95% coverage
08—
AClaude Sonnet 5.5Anthropic · claude-sonnetMultimodalReasoningTools84.0Coding1MLaunched 2026-09-28$2 in$10 out9 public results3 sources · 100% coverage
12—
MMinimax M3.1 FlashMiniMax · minimaxMultimodalReasoningTools83.9Coding1MLaunched 2026-10-19$0.15 in$0.6 out8 public results2 sources · 100% coverage
28—IBeam 1.0Independent · beamReasoningToolsStructured83.9Coding1MLaunched 2026-10-05$0 in$0 out4 public results1 source · 90% coverage
16—
GGemini 3.8 FlashGoogle · gemini-flashMultimodalReasoningTools82.2Coding1MLaunched 2026-09-02$0.75 in$3.75 out9 public results3 sources · 100% coverage
07—
OGPT-6.1 SolOpenAI · gpt-solMultimodalReasoningTools82.1Coding1.1MLaunched 2026-09-29$2 in$10 out9 public results3 sources · 100% coverage
05—
OGPT-6 AstraOpenAI · gpt-astraMultimodalReasoningTools82.1Coding1.1MLaunched 2026-09-04$10 in$50 out9 public results3 sources · 100% coverage
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OGPT-6.1 TerraOpenAI · gpt-terraMultimodalReasoningTools82.0Coding1.1MLaunched 2026-10-26$1 in$5 out8 public results2 sources · 100% coverage
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ZAGLM-5.3-FlashZhipu AI · glm-flashMultimodalReasoningTools80.6Coding1MLaunched 2026-08-26$0.17 in$0.55 out5 public results2 sources · 95% coverage
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DDeepseek V4.1 Flash 1017DeepSeek · deepseek-flashMultimodalReasoningTools80.1Coding1MLaunched 2026-10-17$0.3 in$1.2 out8 public results2 sources · 100% coverage
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GGemini 4 ArgonGoogle · geminiMultimodalReasoningTools79.4Coding1MLaunched 2026-10-13$2 in$10 out9 public results3 sources · 100% coverage
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AClaude Haiku 5.5Anthropic · claude-haikuMultimodalReasoningTools77.8Coding1MLaunched 2026-10-07$0.1 in$0.5 out8 public results3 sources · 100% coverage
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MMuse Spark 1.3Meta · museMultimodalReasoningTools75.5Coding1MLaunched 2026-09-02$1.25 in$4.25 out9 public results3 sources · 100% coverage
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Ddeepseek-v4.1-flash-maxDeepSeek · deepseek-flashMultimodalReasoningTools75.4Coding1MLaunched 2026-09-10$0.15 in$0.6 out8 public results3 sources · 100% coverage
15—
MAKimi K3.1 ProMoonshot AI · kimi-k3MultimodalReasoningTools74.6Coding1MLaunched 2026-10-23$2 in$10 out8 public results2 sources · 100% coverage
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XGrok 4.6xAI · grokMultimodalReasoningTools74.6Coding500kLaunched 2026-08-12$2 in$6 out9 public results3 sources · 100% coverage
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MMuse Spark OpenMeta · museMultimodalReasoningTools73.6Coding1MLaunched 2026-10-15$1.25 in$4.25 out4 public results1 source · 90% coverage
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XGrok 4.7xAI · grokMultimodalReasoningTools73.4Coding500kLaunched 2026-09-21$2 in$6 out9 public results3 sources · 100% coverage
27—
OGPT-5.6 TerraOpenAI · gpt-terraMultimodalReasoningTools73.1Coding1MLaunched 2026-07-09$1.5 in$9 out9 public results3 sources · 100% coverage
20—
XMiMo-V2.6-ProXiaomi · mimoMultimodalReasoningTools72.5Coding1MLaunched 2026-09-22$0.51 in$1.02 out8 public results3 sources · 100% coverage
44—
NSmaug Nemotron 3.5 Nvfp4NVIDIAText72.2Coding—Launch date pending— in— out4 public results1 source · 90% coverage
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NNemotron Super Vl 3.5NVIDIA · nemotronText71.3Coding—Launched 2026-03-11— in— out4 public results1 source · 90% coverage
29—
MMuse Wonder FullMeta · museMultimodalReasoningTools69.3Coding1MLaunched 2026-10-12$4 in$20 out4 public results1 source · 90% coverage
30—
AClaude Opus 5Anthropic · claude-opusMultimodalReasoningTools68.0Coding1MLaunched 2026-07-24$5 in$25 out9 public results3 sources · 100% coverage
31—
AClaude Fable 5Anthropic · claude-fableMultimodalReasoningTools68.0Coding1MLaunched 2026-06-09$10 in$50 out9 public results3 sources · 100% coverage
33—
MMuse WonderMeta · museMultimodalReasoningTools65.8Coding1MLaunched 2026-10-12$4 in$20 out5 public results2 sources · 95% coverage
40—
OGPT-6 SolOpenAI · gpt-solMultimodalReasoningTools65.4Coding1.1MLaunched 2026-09-22$2 in$10 out9 public results3 sources · 100% coverage
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OGPT-5.6 SolOpenAI · gpt-solMultimodalReasoningTools64.2Coding1MLaunched 2026-07-09$2.5 in$15 out9 public results3 sources · 100% coverage
55—TMInklingThinking Machines · lingMultimodalReasoningTools64.0Coding1MLaunched 2026-07-15$1 in$4.05 out5 public results2 sources · 95% coverage
49—
ZAGLM-5.3Zhipu AI · glmReasoningToolsStructured62.8Coding1MLaunched 2026-08-14$1.4 in$4.4 out9 public results3 sources · 100% coverage
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DDeepSeek-V4.1-Flash-20260910DeepSeek · deepseek-flashMultimodalReasoningTools61.9Coding1MLaunched 2026-09-10$0.17 in$0.66 out0 public results0 sources · 0% coverage
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DDeepSeek V4.1 FlashDeepSeek · deepseek-flashMultimodalReasoningTools61.9Coding1MLaunched 2026-09-10$0.6 in$2.4 out2 public results1 source · 45% coverage
47—
AQQwen3.8 Max 0902Alibaba Qwen · qwenMultimodalReasoningTools61.6Coding1MLaunched 2026-09-02$2 in$6 out4 public results1 source · 90% coverage
60—
NNemotron Super Vl 3.5 Nvfp4NVIDIAText61.3Coding—Launch date pending— in— out4 public results1 source · 90% coverage
52—
AClaude Opus 4.8Anthropic · claude-opusMultimodalReasoningTools61.1Coding1MLaunched 2026-05-28$5 in$25 out9 public results3 sources · 100% coverage
42—
AQQwen3.8-MaxAlibaba Qwen · qwenMultimodalReasoningTools60.3Coding1MLaunched 2026-08-03$2.2 in$6.6 out8 public results3 sources · 100% coverage
54—
AClaude Opus 4.7Anthropic · claude-opusMultimodalReasoningTools60.2Coding1MLaunched 2026-04-16$5 in$25 out5 public results2 sources · 95% coverage
51—
GGemini 3.7 FlashGoogle · gemini-flashMultimodalReasoningTools60.0Coding1MLaunched 2026-08-13$0.75 in$3.75 out9 public results3 sources · 100% coverage
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MAMistral Large 4Mistral AI · mistral-largeMultimodalReasoningTools60.0Coding1MLaunched 2026-10-06$0.7 in$2.1 out5 public results2 sources · 95% coverage
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MAKimi K3Moonshot AI · kimi-k3MultimodalReasoningTools59.6Coding1MLaunched 2026-07-16$3 in$15 out9 public results3 sources · 100% coverage
50—
OGPT-5.5OpenAI · gptMultimodalReasoningTools59.3Coding1.1MLaunched 2026-04-23$5 in$30 out9 public results3 sources · 100% coverage
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GGemma 4 31BGoogle · gemmaMultimodalReasoningTools49.0Coding262.1kLaunched 2026-04-02$0.14 in$0.42 out5 public results2 sources · 95% coverage
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NNemotron Ultra 3NVIDIA · nemotronReasoningToolsStructured43.6Coding202.8kLaunched 2026-06-04$0.6 in$2.4 out4 public results1 source · 90% coverage
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DDeepseek V4 Flash VisionDeepSeek · deepseek-flashMultimodalReasoningTools37.6Coding1MLaunched 2026-08-21$0.22 in$0.65 out4 public results1 source · 90% coverage
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NNemotron Lightning 3.5NVIDIA · nemotronReasoningToolsStructured22.6Coding262.1kLaunched 2026-08-15$0.05 in$0.2 out4 public results1 source · 90% coverage
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