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Benchmark Explorer

Compare 406 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

406

With Reasoning

270

With Vision

232

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 406 models ranked by average score across all four benchmark categories.

ModelCodeReasoningAverage
Claude Fable 5Anthropic9310094
Claude Fable 5 (batch)Anthropic9310094
Claude Opus 5 (Fast)Anthropic9110094
Claude Opus 5Anthropic9110094
Claude Opus 4.8 (Fast)Anthropic9110094
Claude Opus 4.8Anthropic9110094
Claude Opus 4.7 (Fast)Anthropic9110094
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
GPT-5.1-Codex-MaxOpenAI869891
GPT-5.1OpenAI869891
GPT-5.1-CodexOpenAI869891
GPT-5 ProOpenAI869891
GPT-5 Pro (batch)OpenAI869891
GPT-5 Codex (batch)OpenAI869891
GPT-5OpenAI869891
GPT-5 (batch)OpenAI869891
GPT-5.1 (batch)OpenAI859890
GPT-5.1-Codex-MiniOpenAI859890
Grok 4.5xAI869590
Claude Sonnet 5Anthropic8310090
Claude Sonnet 4.6Anthropic8310090
Claude Sonnet 4.6 (batch)Anthropic8310090
o3 ProOpenAI849890
o3 Pro (batch)OpenAI849890
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
Gemini 2.5 Pro Preview 05-06Google8210089
Claude Sonnet 4.5Anthropic8110089
Claude Sonnet 4.5 (batch)Anthropic8110089
Muse Spark 1.2meta7910088
Gemini 3.6 FlashGoogle7910088
Gemini 3.6 Flash (batch)Google7910088
Muse Spark 1.1meta7910088
o4 Mini High (batch)OpenAI809888
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 LiteGoogle7710087
Gemini 3.5 Flash Lite (batch)Google7710087
GPT-5 Mini (batch)OpenAI769886
GPT-5 Nano (batch)OpenAI769886
Qwen3.8 MaxAlibaba7910086
DeepSeek V4 ProDeepSeek8410086
Claude Opus 4.1 (batch)Anthropic759886
Gemma 4 31BGoogle799885
Gemma 4 31B (free)Google799885
Qwen3.5 397B A17BAlibaba799885
o1OpenAI759885
o1 (batch)OpenAI759885
Claude Opus 4.1Anthropic769885
Claude Opus 4Anthropic769885
Qwen3.7 PlusAlibaba7610084
Qwen3.5-27BAlibaba779884
Qwen3.5-122B-A10BAlibaba779884
o4 Mini HighOpenAI739884
Qwen3.5 Plus 2026-04-20Alibaba7510084
Kimi K2.6Moonshot AI769884
Qwen3.5-35B-A3BAlibaba769884
Inklingthinkingmachines7410084
MiniMax M3MiniMax7410084
Qwen3.6 PlusAlibaba7410084
Claude Haiku 4.5Anthropic719884
Claude Haiku 4.5 (batch)Anthropic719884
DeepSeek V3.2DeepSeek809883
MiMo-V2.5Xiaomi7310083
o3 MiniOpenAI759883
GLM 5.2Zhipu AI7810083
R1 0528DeepSeek799883
Gemma 4 26B A4B Google739883
Gemma 4 26B A4B (free)Google739883
GLM 5V TurboZhipu AI739883
Claude Sonnet 4Anthropic7010083
o3 Mini High (batch)OpenAI749883
o3 Mini (batch)OpenAI749883
MiniMax M3 (batch)MiniMax749582
GLM 5.1Zhipu AI779882
MiniMax M2.7MiniMax779882
GLM 5 TurboZhipu AI779882
MiniMax M2.5MiniMax779882
GLM 5Zhipu AI779882
MiMo-V2.5-ProXiaomi7610082
GLM 5.2 (batch)Zhipu AI789582
Qwen3.5-FlashAlibaba7010082
Qwen3.5 Plus 2026-02-15Alibaba7010082
Qwen3 VL 235B A22B ThinkingAlibaba719882
Qwen3.7 MaxAlibaba7510081
Mistral Medium 3.5Mistral AI729581
GPT-5 MiniOpenAI669881
GLM 4.7Zhipu AI759881
GLM 4.6Zhipu AI759881
GLM 4.5Zhipu AI759881
Qwen3.6 Max PreviewAlibaba759881
Hy3Tencent749881
R1DeepSeek749881
Qwen3.5-9BAlibaba689880
MiniMax M2.1MiniMax739880
GLM 4.6VZhipu AI679880
MiniMax M2MiniMax739880
DeepSeek V3.2 ExpDeepSeek729880
DeepSeek V3.1DeepSeek729880
Inkling Smallthinkingmachines679879
DeepSeek V3.1 TerminusDeepSeek709879
o3 Mini HighOpenAI669879
Inkling (batch)thinkingmachines689579
Qwen3 Max ThinkingAlibaba709879
Qwen3 Next 80B A3B ThinkingAlibaba699878
GLM 4.5VZhipu AI659378
Kimi K2.5Moonshot AI629877
Grok 4.20 Multi-AgentxAI8510077
Trinity Large Thinkingarcee-ai669877
GLM 4.7 FlashZhipu AI669877
MiniMax M1MiniMax6710077
Qwen3 30B A3BAlibaba669877
Qwen3 235B A22B Thinking 2507Alibaba679577
GPT-5.3 ChatOpenAI774876
GPT-5.2 ChatOpenAI774876
GLM 4.5 AirZhipu AI679876
Mercury 2Inception649876
Kimi K2.7 CodeMoonshot AI589876
Qwen3 30B A3B Thinking 2507Alibaba669376
Nova 2 LiteAmazon5810075
GPT-5 NanoOpenAI539875
Qwen3 8BAlibaba649575
Kimi K2.7 Code (batch)Moonshot AI589575
Hy3 previewTencent659575
Step 3.5 FlashStepFun639874
gpt-oss-20bOpenAI619874
gpt-oss-20b (free)OpenAI619874
Composer 2Cursor639874
Composer 2 FastCursor639874
Gemini 3.1 Flash LiteGoogle5010074
Gemini 3.1 Flash Lite (batch)Google5010074
Nano Banana Pro (Gemini 3 Pro Image)Google509874
Claude Opus 5 (batch)Anthropic4710073
Claude Sonnet 5 (batch)Anthropic4710073
Fugu Ultrasakana4710073
Claude Fable Latest~anthropic4710073
Google Gemini Pro Latest~google4710073
Google Gemini Flash Latest~google4710073
Anthropic Claude Sonnet Latest~anthropic4710073
OpenAI GPT Latest~openai4710073
Claude Opus Latest~anthropic4710073
Kimi K2 ThinkingMoonshot AI589873
Anthropic Claude Haiku Latest~anthropic479872
OpenAI GPT Mini Latest~openai479872
Qwen3 235B A22BAlibaba589572
Grok Latest~x-ai479572
Grok Build 0.1xAI479572
Qwen3 VL 8B ThinkingAlibaba509872
Qwen3 VL 30B A3B ThinkingAlibaba509872
o1-proOpenAI749871
o1-pro (batch)OpenAI749871
Qwen3.7 FlashAlibaba4710071
Kimi K3Moonshot AI4710071
MoonshotAI Kimi Latest~moonshotai4710071
Qwen3.6 FlashAlibaba4710071
Step 3.7 FlashStepFun479870
Qwen3.6 35B A3BAlibaba479870
Qwen3.6 27BAlibaba479870
Seed-2.0-LiteByteDance479870
Seed-2.0-MiniByteDance479870
Seed 1.6 FlashByteDance479870
Seed 1.6ByteDance479870
Mistral Small 4Mistral AI479570
Qwen Plus 0728 (thinking)Alibaba5010070
GPT-4o (batch)OpenAI634869
gpt-oss-safeguard-20bOpenAI509869
Qwen3 32BAlibaba509869
GPT-4.1OpenAI595369
GPT-4.1 (batch)OpenAI595369
DeepSeek V4 Flash Latest~deepseek4710068
DeepSeek V4 Flash 0731DeepSeek4710068
DeepSeek V4 Flash 0423DeepSeek4710068
Nemotron 3 SuperNVIDIA4710068
Nemotron Nano 12B 2 VL (free)NVIDIA459868
Nemotron Nano 9B V2 (free)NVIDIA509568
Qwen3 14BAlibaba509568
Aion-3.0-Miniaion-labs479868
Aion-3.0aion-labs479868
Ring-2.6-1Tinclusionai479868
Nemotron 3 Super (free)NVIDIA479868
Aion-2.0aion-labs479868
Solar Pro 3Upstage479868
Nemotron 3 Nano 30B A3BNVIDIA479868
gpt-oss-120bOpenAI479868
Nemotron 3 UltraNVIDIA479567
Nemotron 3 Ultra (batch)NVIDIA479567
Nemotron 3 Nano Omni (free)NVIDIA429867
Llama 4 MaverickMeta595367
GPT-4o (2024-11-20)OpenAI624867
GPT-4o (2024-08-06)OpenAI624867
GPT-4oOpenAI624867
Qwen3 VL 235B A22B InstructAlibaba614867
GPT-4o-miniOpenAI604866
GPT-4o (2024-05-13)OpenAI624566
GPT-4o-mini (batch)OpenAI554866
GPT-4.1 Mini (batch)OpenAI525366
GPT-4.1 Nano (batch)OpenAI525366
Laguna S 2.1poolside4210065
LongCat 2.0Meituan4210065
Nemotron 3 Ultra (free)NVIDIA4210065
Mistral Large 3 2512Mistral AI594565
Ling 3.0 Tiny (free)inclusionai429865
Ling-3.0-flashinclusionai429865
Laguna S 2.1 (free)poolside429865
Laguna XS 2.1poolside429865
Laguna XS 2.1 (free)poolside429865
North Mini Code (free)Cohere429865
DeepSeek V3 0324DeepSeek624865
GPT-4 TurboOpenAI584565
GPT-4 Turbo (batch)OpenAI544565
DeepSeek V3DeepSeek614864
Nemotron 3 Nano 30B A3B (free)NVIDIA429564
GPT-4.1 MiniOpenAI485364
SWE-1.5Windsurf459064
Falcon-H1-Arabic 34B InstructTII429564
Falcon-H1-Arabic 7B InstructTII429564
Falcon-H1-Arabic 3B InstructTII429564
Falcon Arabic 7B InstructTII459064
Falcon3 10B InstructTII459064
Falcon3 7B InstructTII459064
Qwen3 MaxAlibaba594863
Qwen3 Next 80B A3B InstructAlibaba594863
Llama 3.3 70B InstructMeta584863
Llama 3.1 70B InstructMeta574862
Qwen3 235B A22B Instruct 2507Alibaba574862
Llama 4 ScoutMeta495362
Qwen3 30B A3B Instruct 2507Alibaba564862
Mistral Large 2407Mistral AI584562
Mistral LargeMistral AI584562
GPT-4o-mini (2024-07-18)OpenAI504862
GPT-4 Turbo PreviewOpenAI574561
GPT-4OpenAI574060
Nano Banana 2 (Gemini 3.1 Flash Image)Google509860
GPT-5.4 Image 2OpenAI509860
GPT-5 Image MiniOpenAI509860
GPT-5 ImageOpenAI509860
Mixtral 8x22B InstructMistral AI564060
GPT-4.1 NanoOpenAI395359
Sonar Pro SearchPerplexity509559
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)Google509359
Granite 4.1 8BIBM494859
Nano Banana 2 (Gemini 3.1 Flash Image Preview)Google509359
Nano Banana Pro (Gemini 3 Pro Image Preview)Google509359
Olmo 3 32B ThinkAllen AI599358
Kimi K2 0905Moonshot AI474858
Claude 3 HaikuAnthropic414558
GPT Chat LatestOpenAI374857
Qwen3 VL 32B InstructAlibaba404857
Qwen3 VL 8B InstructAlibaba404857
Qwen3 VL 30B A3B InstructAlibaba404857
Mistral Small 3.2 24BMistral AI404857
Gemma 3 12BGoogle404857
Gemma 3 27BGoogle404857
Ministral 3 14B 2512Mistral AI404556
Ministral 3 8B 2512Mistral AI404556
Ministral 3 3B 2512Mistral AI404556
Mistral Medium 3.1Mistral AI404556
Mistral Medium 3Mistral AI404556
Sonar Reasoning ProPerplexity459556
Qwen3 Coder PlusAlibaba405355
Qwen3 Coder FlashAlibaba405355
Qwen Plus 0728Alibaba405355
Hunyuan A13B InstructTencent509855
Qwen-PlusAlibaba405355
Command R (08-2024)Cohere444555
Command R+ (08-2024)Cohere444555
Perceptron Mk1perceptron479055
Cogito v2.1 671Bdeepcogito509555
Nova Premier 1.0Amazon355355
Llama 3.1 8B InstructMeta414855
Reka Edgerekaai374354
Qwen3 Coder 30B A3B InstructAlibaba404854
Qwen3 Coder 480B A35BAlibaba404854
Reka Flash 3rekaai509354
Mistral NemoMistral AI404854
GPT-3.5 Turbo (batch)OpenAI404054
Kimi K2 0711Moonshot AI414854
Jamba Large 1.7AI21 Labs404553
Codestral 2508Mistral AI404553
ERNIE 4.5 VL 424B A47B Baidu459353
Sonar Deep ResearchPerplexity459553
KAT-Coder-Air V2.5Kuaishou374853
KAT-Coder-Pro V2.5Kuaishou374853
Ling-2.6-1Tinclusionai374853
Ling-2.6-flashinclusionai374853
KAT-Coder-Pro V2Kuaishou374853
Qwen3 Coder NextAlibaba374853
GPT AudioOpenAI374853
GPT Audio MiniOpenAI374853
Qwen2.5 7B InstructAlibaba404353
Qwen2.5 72B InstructAlibaba404353
Nemotron 3.5 Content Safety (free)NVIDIA429553
Nova Lite 1.0Amazon354553
Nova Pro 1.0Amazon354553
Voxtral Small 24B 2507Mistral AI404052
SabaMistral AI404052
GPT-3.5 Turbo (older v0613)OpenAI404052
GPT-3.5 Turbo 16kOpenAI404052
GPT-3.5 TurboOpenAI404052
Gemma 2 27BGoogle674051
Virtuoso Largearcee-ai354851
Nova Micro 1.0Amazon354550
R1 Distill Llama 70BDeepSeek439049
Phi 4Microsoft534345
MiniMax M2-herMiniMax554045
Llama Guard 4 12BMeta405344
Lyria 3 Pro PreviewGoogle375343
Lyria 3 Clip PreviewGoogle375343
Nano Banana (Gemini 2.5 Flash Image)Google404043
Gemma 3 4BGoogle404843
Command ACohere464543
UI-TARS 7B ByteDance404542
Qwen2.5 VL 72B InstructAlibaba404542
Sonar ProPerplexity354541
MiniMax-01MiniMax355341
Granite 4.0 MicroIBM404840
Llama 3.2 3B InstructMeta404840
Mistral Small 3.1 24BMistral AI354840
SonarPerplexity354040
Command R7B (12-2024)Cohere404540
Mistral Small 3Mistral AI404339
Gemma 3n 4BGoogle404038
WizardLM-2 8x22BMicrosoft404038
GPT-3.5 Turbo InstructOpenAI404038
Palmyra X5Writer325036
Qwen2.5 Coder 32B InstructAlibaba354336
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
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