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Benchmark Explorer

Compare 460 AI models across four benchmark categories: reasoning, code generation, language understanding, and tool use. Scores are derived from model capabilities and composite rankings.

Total Models

460

With Reasoning

324

With Vision

281

Avg Score

70

Top Models by Average Benchmark Score

LMMarketCap.com

Benchmark Categories

Top models in each benchmark category, scored on capability support and composite ranking data.

Reasoning

Chain-of-thought reasoning, logic, and mathematical problem solving.

Code Generation

Code writing, debugging, and software engineering tasks.

Language Understanding

Text comprehension, multi-modal input, and information retrieval.

Tool Use

Function calling, structured output, and agentic workflows.

Cross-Benchmark Comparison

All 460 models ranked by average score across all four benchmark categories.

ModelCodeReasoningAverage
Claude Fable 5.1Anthropic9210094
Claude Fable 5.1 (batch)Anthropic9210094
Claude Fable 5Anthropic9210094
Claude Fable 5 (batch)Anthropic9210094
Claude Opus 5.5Anthropic9110094
Claude Opus 5Anthropic9110094
Claude Opus 4.8Anthropic9110094
Claude Opus 4.7Anthropic9110094
Claude Opus 4.7 (batch)Anthropic9110094
Claude Opus 4.8 (batch)Anthropic9110093
GPT-5.5 ProOpenAI8910093
GPT-5.5 Pro (batch)OpenAI8910093
GPT-5.5OpenAI8910093
GPT-5.5 (batch)OpenAI8910093
Gemini 3.1 Pro Preview Custom ToolsGoogle8910093
Gemini 3.1 Pro PreviewGoogle8910093
Gemini 3.1 Pro Preview (batch)Google8910093
GPT-5.4 ProOpenAI8910092
GPT-5.4 Pro (batch)OpenAI8910092
GPT-5.4OpenAI8910092
GPT-5.4 (batch)OpenAI8910092
Claude Opus 4.6Anthropic8710092
Claude Opus 4.6 (batch)Anthropic8710092
GPT-5.6 Luna ProOpenAI8610091
GPT-5.6 Luna Pro (batch)OpenAI8610091
GPT-5.6 LunaOpenAI8610091
GPT-5.6 Luna (batch)OpenAI8610091
GPT-5.6 Terra ProOpenAI8610091
GPT-5.6 Terra Pro (batch)OpenAI8610091
GPT-5.6 TerraOpenAI8610091
GPT-5.6 Terra (batch)OpenAI8610091
GPT-5.6 Sol ProOpenAI8610091
GPT-5.6 Sol Pro (batch)OpenAI8610091
GPT-5.6 SolOpenAI8610091
GPT-5.6 Sol (batch)OpenAI8610091
Grok 4.3xAI8610091
Grok 4.20xAI8610091
GPT-5.3-CodexOpenAI879891
GPT-5.2-CodexOpenAI879891
Gemini 3 Flash PreviewGoogle8610091
Gemini 3 Flash Preview (batch)Google8610091
GPT-5.2 ProOpenAI879891
GPT-5.2 Pro (batch)OpenAI879891
GPT-5.2OpenAI879891
GPT-5.2 (batch)OpenAI879891
Grok 4.7xAI869891
Grok 4.6xAI869891
Grok 4.5xAI869891
GPT-5.1-Codex-MaxOpenAI869891
GPT-5.1OpenAI869891
GPT-5.1-CodexOpenAI869891
GPT-5 ProOpenAI869891
GPT-5 Pro (batch)OpenAI869891
GPT-5OpenAI869891
GPT-5 (batch)OpenAI869891
GPT-5.1 (batch)OpenAI859890
GPT-5.1-Codex-MiniOpenAI859890
Claude Sonnet 5Anthropic8310090
Claude Sonnet 4.6Anthropic8310090
Claude Sonnet 4.6 (batch)Anthropic8310090
o3 ProOpenAI849890
o3OpenAI849890
o3 (batch)OpenAI849890
Claude Opus 4.5Anthropic839889
Claude Opus 4.5 (batch)Anthropic839889
Gemini 2.5 ProGoogle8210089
Gemini 2.5 Pro (batch)Google8210089
Gemini 2.5 Pro Preview 06-05Google8210089
Claude Sonnet 4.5Anthropic8110089
Claude Sonnet 4.5 (batch)Anthropic8110089
GPT-6 AstraOpenAI8010088
GPT-6 Astra (batch)OpenAI8010088
GPT-6 Astra ProOpenAI8010088
GPT-6 Astra Pro (batch)OpenAI8010088
Muse Spark 1.3meta8010088
Gemini 3.8 FlashGoogle8010088
Gemini 3.8 Flash (batch)Google8010088
Muse Spark 1.2meta8010088
Muse Spark 1.1meta8010088
Grok 4.3 (batch)xAI8010088
o4 MiniOpenAI809888
o4 Mini (batch)OpenAI809888
Gemini 3.1 Flash Lite PreviewGoogle7810088
Gemini 3.5 FlashGoogle7810087
Gemini 3.5 Flash (batch)Google7810087
Gemini 2.5 Flash LiteGoogle7810087
Gemini 2.5 Flash Lite (batch)Google7810087
Gemini 2.5 FlashGoogle7810087
Gemini 2.5 Flash (batch)Google7810087
GPT-5.4 NanoOpenAI789887
GPT-5.4 Nano (batch)OpenAI789887
GPT-5.4 MiniOpenAI789887
GPT-5.4 Mini (batch)OpenAI789887
Gemini 3.5 Flash LiteGoogle7610087
Gemini 3.5 Flash Lite (batch)Google7610087
GPT-5 Mini (batch)OpenAI769886
GPT-5 Nano (batch)OpenAI769886
Claude Opus 4.1 (batch)Anthropic759886
Gemma 4 31BGoogle799885
Gemma 4 31B (free)Google799885
Qwen3.5 397B A17BAlibaba799885
o1OpenAI759885
GLM 5.3 FlashXZhipu AI7710085
GLM 5.3 FlashZhipu AI7710085
GLM 5.3 Flash (batch)Zhipu AI7710085
MiMo-V2.6-ProXiaomi7610084
Qwen3.5-27BAlibaba779884
Qwen3.5-122B-A10BAlibaba779884
o4 Mini HighOpenAI739884
Qwen3.8 Max (0902)Alibaba7510084
Qwen3.7 PlusAlibaba7510084
DeepSeek V3.2DeepSeek829884
Qwen3.5 Plus 2026-04-20Alibaba7510084
Kimi K2.6Moonshot AI769884
Qwen3.5-35B-A3BAlibaba769884
MiniMax M3MiniMax7410084
Qwen3.6 PlusAlibaba7410084
Claude Haiku 4.5Anthropic719884
Claude Haiku 4.5 (batch)Anthropic719884
Qwen3.8 27BAlibaba7410083
MiMo-V2.5Xiaomi7310083
o3 MiniOpenAI759883
GLM 5.3Zhipu AI7810083
GLM 5.3 (batch)Zhipu AI7810083
GLM 5.2Zhipu AI7810083
R1 0528DeepSeek799883
Qwen3.8 27B (free)Alibaba739883
Gemma 4 26B A4B Google739883
Gemma 4 26B A4B (free)Google739883
GLM 5V TurboZhipu AI739883
o3 Mini (batch)OpenAI749883
Mistral Medium 3.5Mistral AI729882
GLM 5.1Zhipu AI779882
GLM 5 TurboZhipu AI779882
GLM 5Zhipu AI779882
Claude Opus 4.1Anthropic709882
MiMo-V2.5-ProXiaomi7610082
Claude Sonnet 4Anthropic699882
Qwen3.5-FlashAlibaba7010082
Qwen3.5 Plus 2026-02-15Alibaba7010082
Qwen3.7 MaxAlibaba7510081
Qwen3 VL 235B A22B ThinkingAlibaba709881
GLM 4.7Zhipu AI759881
GLM 4.6Zhipu AI759881
GLM 4.5Zhipu AI759881
Hy3Tencent759881
Qwen3.6 Max PreviewAlibaba759881
GPT-5 NanoOpenAI659881
Qwen3.5-9BAlibaba689880
Inklingthinkingmachines6810080
Inkling (free)thinkingmachines6810080
GLM 4.6VZhipu AI679880
MiniMax M2.7MiniMax729880
MiniMax M2.5MiniMax729880
MiniMax M2.1MiniMax729880
MiniMax M2MiniMax729880
DeepSeek V3.2 ExpDeepSeek729880
DeepSeek V3.1DeepSeek729880
R1DeepSeek749379
DeepSeek V3.1 TerminusDeepSeek709879
o3 Mini HighOpenAI669879
Qwen3 Max ThinkingAlibaba709879
Inkling Smallthinkingmachines6510078
Inkling Small (free)thinkingmachines6510078
Qwen3 Next 80B A3B ThinkingAlibaba689878
GLM 4.5VZhipu AI659378
GPT-5 MiniOpenAI589878
Qwen3 235B A22B Thinking 2507Alibaba679877
Grok 4.20 Multi-AgentxAI8510077
MiniMax M1MiniMax6710077
Qwen3 30B A3BAlibaba669877
GLM 4.7 FlashZhipu AI669877
GPT-5.2 ChatOpenAI774876
GLM 4.5 AirZhipu AI679876
Mercury 2.5Inception649876
Mercury 2Inception649876
gpt-oss-120bOpenAI649876
Qwen3 30B A3B Thinking 2507Alibaba669376
Hy3 previewTencent659875
Nova 2 LiteAmazon5810075
Qwen3 8BAlibaba649575
Command A+Cohere569875
Step 3.5 FlashStepFun639874
gpt-oss-20bOpenAI619874
gpt-oss-20b (batch)OpenAI619874
Composer 2Cursor639874
Composer 2 FastCursor639874
Claude Sonnet 5 (batch)Anthropic5010074
Fugu Ultrasakana5010074
Claude Fable Latest~anthropic5010074
Gemini 3.1 Flash LiteGoogle5010074
Gemini 3.1 Flash Lite (batch)Google5010074
Gemini Pro Latest~google5010074
Gemini Flash Latest~google5010074
Claude Sonnet Latest~anthropic5010074
Claude Opus Latest~anthropic5010074
Grok Latest~x-ai509874
Nano Banana Pro (Gemini 3 Pro Image)Google509874
Grok Build 0.1xAI509874
Claude Haiku Latest~anthropic509874
GPT Mini Latest~openai509874
Granite 4.2 8BIBM589873
Trinity Large Thinkingarcee-ai609873
Kimi K2.5Moonshot AI539873
GPT-6 Luna ProOpenAI4710073
GPT-6 Luna Pro (batch)OpenAI4710073
GPT-6 LunaOpenAI4710073
GPT-6 Luna (batch)OpenAI4710073
GPT-6 Sol ProOpenAI4710073
GPT-6 Sol Pro (batch)OpenAI4710073
GPT-6 SolOpenAI4710073
GPT-6 Sol (batch)OpenAI4710073
Claude Opus 5.5 (batch)Anthropic4710073
GPT Astra Latest~openai4710073
GPT Sol Latest~openai4710073
GPT Terra Latest~openai4710073
GPT Luna Latest~openai4710073
Fugu Ultra v2sakana4710073
Fugu Maxsakana4710073
Muse Spark 1.3 Contributormeta4710073
Muse Spark 1.2 Contributormeta4710073
Gemini 3.7 FlashGoogle4710073
Gemini 3.7 Flash (batch)Google4710073
Claude Opus 5 (batch)Anthropic4710073
Gemini 3.6 FlashGoogle4710073
Gemini 3.6 Flash (batch)Google4710073
Sakana Namazusakana479872
Qwen3 235B A22BAlibaba589572
Kimi Latest~moonshotai5010072
Qwen3.6 FlashAlibaba5010072
Kimi K2.7 CodeMoonshot AI509872
Step 3.7 FlashStepFun509872
Mistral Medium 3.5 (batch)Mistral AI509872
Qwen3.6 35B A3BAlibaba509872
Qwen3.6 27BAlibaba509872
Mistral Small 4Mistral AI509872
Mistral Small 4 (batch)Mistral AI509872
Seed-2.0-LiteByteDance509872
Seed-2.0-MiniByteDance509872
Seed 1.6 FlashByteDance509872
Seed 1.6ByteDance509872
Qwen3 VL 8B ThinkingAlibaba509872
Qwen3 VL 30B A3B ThinkingAlibaba509872
o1-proOpenAI749871
MiMo-V2.6-Pro-UltraSpeedXiaomi4710071
MiMo-V2.6-FlashXiaomi4710071
Qwen3.8 Omni FlashAlibaba4710071
DeepSeek Flash Latest~deepseek4710071
DeepSeek V4.1 FlashDeepSeek4710071
DeepSeek V4.1 Flash (batch)DeepSeek4710071
GLM Flash Latest~z-ai4710071
Qwen3.8 FlashAlibaba4710071
DeepSeek V4 Flash Vision ExpDeepSeek4710071
Qwen3.7 FlashAlibaba4710071
Kimi K3Moonshot AI4710071
Kimi K3 (batch)Moonshot AI4710071
Ternary Bonsai 2 27Bprism-ml479870
Ling 3.0 Flash VLinclusionai479870
Dots3-Note Preview (free)dots-studio479870
Seed 2.1 TurboByteDance479870
Seed-2.0-CodeByteDance479870
Muse Glimmer 30Bmeta479870
DeepSeek V4 Pro 0423DeepSeek5010070
DeepSeek V4 Flash 0423DeepSeek5010070
GPT-4o (batch)OpenAI634869
Aion-3.0-Miniaion-labs509869
Aion-3.0aion-labs509869
Nemotron 3 UltraNVIDIA509869
Nemotron 3 SuperNVIDIA509869
Nemotron 3 Super (free)NVIDIA509869
Aion-2.0aion-labs509869
Solar Pro 3Upstage509869
Nemotron 3 Nano 30B A3BNVIDIA509869
Kimi K2 ThinkingMoonshot AI509869
gpt-oss-safeguard-20bOpenAI509869
Qwen3 14BAlibaba509869
Qwen3 32BAlibaba509869
GPT-4.1OpenAI595369
GPT-4.1 (batch)OpenAI595369
DeepSeek Pro Latest~deepseek4710068
Hy4 previewTencent4710068
GLM Latest~z-ai4710068
Qwen3.8 2.4T A95BAlibaba4710068
DeepSeek V4 Pro 0813DeepSeek4710068
DeepSeek V4 Flash Latest~deepseek4710068
DeepSeek V4 Flash 0731DeepSeek4710068
Nemotron 3 Nano Omni (free)NVIDIA459868
Llama 4 MaverickMeta625368
Ling 3.0 Flash Fininclusionai479868
Nemotron 3.5 LightningNVIDIA479868
Solar Pro 4Upstage479868
Ling 3.0 Flashinclusionai479868
Ling 3.0 Flash VL (free)inclusionai429867
GPT-4o (2024-11-20)OpenAI624867
GPT-4o (2024-08-06)OpenAI624867
GPT-4oOpenAI624867
Nemotron 3 Ultra (free)NVIDIA4510066
Qwen3 VL 235B A22B InstructAlibaba604866
GPT-4o-miniOpenAI604866
GPT-4o (2024-05-13)OpenAI624566
LFM2.5-2.6B (free)Liquid AI479066
Laguna XS 2.1poolside459866
Laguna XS 2.1 (free)poolside459866
North Mini Code (free)Cohere459866
GPT-4o-mini (batch)OpenAI554866
Mistral Large 3 2512 (batch)Mistral AI594866
GPT-4.1 Mini (batch)OpenAI525366
GPT-4.1 Nano (batch)OpenAI525366
Nemotron 3.5 Lightning (free)NVIDIA4210065
Laguna S 2.1poolside4210065
LongCat 2.0Meituan4210065
Falcon-H1-Arabic 34B InstructTII459565
Falcon-H1-Arabic 7B InstructTII459565
Falcon-H1-Arabic 3B InstructTII459565
Ling 3.0 Flash Sante (free)inclusionai429865
Ling 3.0 Flash Fin (free)inclusionai429865
Laguna S 2.1 (free)poolside429865
GPT-4.1 MiniOpenAI505365
DeepSeek V3 0324DeepSeek624865
GPT-4 TurboOpenAI584565
GPT-4 Turbo (batch)OpenAI544565
Llama 4 ScoutMeta535364
DeepSeek V3DeepSeek614864
SWE-1.5Windsurf459064
Falcon Arabic 7B InstructTII459064
Falcon3 10B InstructTII459064
Falcon3 7B InstructTII459064
GLM 5.2 (free)Zhipu AI719363
Qwen3 MaxAlibaba594863
Qwen3 Next 80B A3B InstructAlibaba584863
Llama 3.3 70B InstructMeta584863
Mistral Large 2407Mistral AI584863
Mistral LargeMistral AI584863
Llama 3.1 70B InstructMeta574862
Qwen3 235B A22B Instruct 2507Alibaba574862
Qwen3 30B A3B Instruct 2507Alibaba564862
GPT-4o-mini (2024-07-18)OpenAI504862
Mixtral 8x22B InstructMistral AI564360
GPT-4OpenAI574060
Nano Banana 2 (Gemini 3.1 Flash Image)Google509860
GPT-5.4 Image 2OpenAI509860
GPT-5 Image MiniOpenAI509860
GPT-5 ImageOpenAI509860
GPT-4.1 NanoOpenAI395359
Sonar Pro SearchPerplexity509559
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)Google509359
GPT Chat LatestOpenAI404859
Nano Banana 2 (Gemini 3.1 Flash Image Preview)Google509359
Nano Banana Pro (Gemini 3 Pro Image Preview)Google509359
Claude 3 HaikuAnthropic414558
Ministral 3 14B 2512Mistral AI404857
Ministral 3 8B 2512Mistral AI404857
Ministral 3 8B 2512 (batch)Mistral AI404857
Ministral 3 3B 2512Mistral AI404857
Qwen3 VL 32B InstructAlibaba404857
Qwen3 VL 8B InstructAlibaba404857
Qwen3 VL 30B A3B InstructAlibaba404857
Mistral Medium 3.1Mistral AI404857
Mistral Medium 3.1 (batch)Mistral AI404857
Mistral Small 3.2 24BMistral AI404857
Mistral Medium 3Mistral AI404857
Gemma 3 12BGoogle404857
Gemma 3 27BGoogle404857
Sonar Reasoning ProPerplexity459857
Perceptron Mk1perceptron509056
Qwen3 Coder PlusAlibaba405355
Qwen3 Coder FlashAlibaba405355
Qwen Plus 0728Alibaba405355
Hunyuan A13B InstructTencent509855
Qwen-PlusAlibaba405355
Command R (08-2024)Cohere444555
Command R+ (08-2024)Cohere444555
Nemotron 3.5 Content SafetyNVIDIA459855
Reka Edgerekaai404055
Nova Premier 1.0Amazon355355
Llama 3.1 8B InstructMeta414855
KAT-Coder-Pro V2.5Kuaishou404854
Qwen3 Coder NextAlibaba404854
GPT AudioOpenAI404854
GPT Audio MiniOpenAI404854
Devstral 2 2512Mistral AI404854
Kimi K2 0905Moonshot AI404854
Codestral 2508Mistral AI404854
Codestral 2508 (batch)Mistral AI404854
Qwen3 Coder 30B A3B InstructAlibaba404854
Qwen3 Coder 480B A35BAlibaba404854
Reka Flash 3rekaai509354
Sonar Deep ResearchPerplexity459854
Mistral NemoMistral AI404854
GPT-3.5 Turbo (batch)OpenAI404054
Nemotron 3.5 Content Safety (free)NVIDIA459554
ERNIE 4.5 VL 424B A47B Baidu459353
Mistral Small 3.1 24BMistral AI354853
Voxtral Small 24B 2507Mistral AI404353
SabaMistral AI404353
Qwen2.5 7B InstructAlibaba404353
Qwen2.5 72B InstructAlibaba404353
Nova Lite 1.0Amazon354553
Nova Pro 1.0Amazon354553
Paretounbiased324852
GPT-3.5 Turbo (older v0613)OpenAI404052
GPT-3.5 Turbo 16kOpenAI404052
GPT-3.5 TurboOpenAI404052
Gemma 2 27BGoogle674051
Kimi K2 0711Moonshot AI354851
Nova Micro 1.0Amazon354550
R1 Distill Llama 70BDeepSeek439049
Phi 4Microsoft534045
MiniMax M2-herMiniMax544044
Lyria 3 Pro PreviewGoogle405344
Lyria 3 Clip PreviewGoogle405344
Nano Banana (Gemini 2.5 Flash Image)Google404043
Gemma 3 4BGoogle404843
Qwen2.5 VL 72B InstructAlibaba404843
Command ACohere464543
UI-TARS 7B ByteDance404542
Sonar ProPerplexity354541
MiniMax-01MiniMax355341
Granite 4.0 MicroIBM404840
SonarPerplexity354340
Llama 3.2 3B InstructMeta404840
Llama Guard 4 12BMeta354840
Command R7B (12-2024)Cohere404540
Mistral Small 3Mistral AI404339
Qwen2.5 Coder 32B InstructAlibaba404339
Schematron V2 Turboinference-net374538
Schematron V2 Smallinference-net374538
WizardLM-2 8x22BMicrosoft404038
GPT-3.5 Turbo InstructOpenAI404038
Palmyra X5Writer355038
Hy-MT2-30B-A3BTencent374037
Hy-MT2-7BTencent374037
Llama 3.2 1B InstructMeta354336
autofixer-01Vercel354035
MellumJetBrains354035
ALLaM 7B Instruct (preview)HUMAIN354035
ALLaM 1 13B InstructHUMAIN354035
ALLaM 2 7B InstructHUMAIN354035
ALLaM 34BHUMAIN354035
Falcon Mamba 7B InstructTII354035
Hy-MT2-1.8BTencent324034
Midjourney v6.1Midjourney354034
DALL-E 3OpenAI354034
Stable Diffusion 3.5Stability AI354034
FLUX.1 ProBlack Forest Labs354034
Ideogram 2.0Ideogram354034
Recraft V3Recraft354034
Imagen 3Google354034
Adobe Firefly 3Adobe354034
Leonardo PhoenixLeonardo AI354034
SoraOpenAI354034
Veo 2Google354034
Runway Gen-3 AlphaRunway354034
Kling 1.6Kuaishou354034
Pika 2.0Pika354034
MiniMax Video-01MiniMax354034
Luma Dream MachineLuma AI354034
Stable Video DiffusionStability AI354034
Wan 2.1 T2VWan AI354034
LTX-Video 2Lightricks354034

Explore More

Dive deeper with capability filters, pricing comparisons, or the full leaderboard.

Frequently Asked Questions

AI benchmarks are standardized tests that measure model performance on specific tasks - math (MATH-500), coding (HumanEval, SWE-bench), reasoning (GPQA), knowledge (MMLU), and conversational ability (Arena ELO). They help compare models objectively.

No single benchmark tells the full story. Arena ELO (crowdsourced human preferences) best reflects real-world quality. SWE-bench is most relevant for coding. MATH-500 and GPQA test reasoning depth. Use multiple benchmarks for evaluation.

Benchmarks have limitations - models can be trained on benchmark data (contamination), and high scores don't always predict real-world performance. Arena ELO is hardest to game since it uses blind human comparisons. Use benchmarks as one signal among many.

AI Benchmark Explorer - Compare Model Performance | LM Market Cap