LLM AtlasLLM AtlasSearch models

Leaderboard

value rankings

Updated weekly

Each leaderboard uses transparent weighted scoring, current model context, and supporting analysis to help teams interpret the results with confidence. Only full-profile entries appear in rankings; broader catalog records remain available elsewhere on the site when only source-backed metadata is currently available.

Full-profile entries
245

Models with complete enough metadata and scoring coverage to be meaningfully ranked in this category.

Ranking basis
value

Scores combine benchmark evidence, product metadata, and cost/context signals when those fields are published.

Catalog caveat
25

Tracked models without full scoring remain in the directory and provider pages, but are not relied on for analytical ranking claims.

RankModelProviderScoreContext
#1Gemini 3.1 FlashGoogle DeepMind911,048,576
#2Gemini 2.5 FlashGoogle DeepMind901,048,576
#3Gemini 3.0 FlashGoogle DeepMind901,048,576
#4Gemini 2.0 FlashGoogle DeepMind891,048,576
#5GPT-5.3 InstantOpenAI891,000,000
#6Gemini 2.5 Flash LiveGoogle DeepMind881,048,576
#7Gemini 2.5 Flash Native Audio PreviewGoogle DeepMind881,048,576
#8Gemini 2.5 Flash-LiteGoogle DeepMind881,048,576
#9Claude Haiku 4.5Anthropic87200,000
#10Command R+ 2026Cohere87128,000
#11Gemini 2.5 ProGoogle DeepMind871,048,576
#12Gemini 3.1 Flash-LiteGoogle DeepMind871,048,576
#13Gemini 3.1 ProGoogle DeepMind871,048,576
#14GPT-5 miniOpenAI871,000,000
#15Llama 4 MaverickMeta871,048,576
#16Claude 3.7 SonnetAnthropic86200,000
#17Claude Sonnet 4.5Anthropic861,000,000
#18Claude Sonnet 4.6Anthropic861,000,000
#19Gemini 3.0 ProGoogle DeepMind861,048,576
#20GPT-4.1 miniOpenAI861,048,576
#21GPT-4o-miniOpenAI86128,000
#22GPT-5.4OpenAI861,000,000
#23Mistral Large 25Mistral AI86128,000
#24o4-miniOpenAI86200,000
#25warpgrep-v2Morph86128,000
#26Gemini 1.5 FlashGoogle DeepMind851,048,576
#27Gemini 2.0 Flash-LiteGoogle DeepMind851,048,576
#28Gemini 2.5 Pro TTSGoogle DeepMind851,048,576
#29GPT-4.1OpenAI851,048,576
#30GPT-5 nanoOpenAI851,000,000
#31GPT-5.2OpenAI851,000,000
#32morph-v3-fast-applyMorph85128,000
#33Claude Haiku 3.5Anthropic84200,000
#34Claude Sonnet 4Anthropic841,000,000
#35GPT-4oOpenAI84128,000
#36Nova ProAmazon Web Services84300,000
#37SonarPerplexity84128,000
#38flash-compactMorph83200,000
#39Gemini 1.5 ProGoogle DeepMind832,097,152
#40GPT-5OpenAI831,000,000
#41GPT-5.3-CodexOpenAI831,000,000
#42Nova LiteAmazon Web Services83300,000
#43Claude Haiku 3Anthropic82200,000
#44Gemini 1.5 Flash-8BGoogle DeepMind821,048,576
#45Sonar Reasoning ProPerplexity82200,000
#46Claude Haiku 3Anthropic81200,000
#47Nova MicroAmazon Web Services81128,000
#48Claude Opus 4.6Anthropic801,000,000
#49CodestralMistral AI80256,000
#50Codestral EmbedMistral AI8032,768
#51Mistral EmbedMistral AI8032,768
#52Mistral ModerationMistral AI8032,768
#53o4-mini-deep-researchOpenAI80200,000
#54Sonar Deep ResearchPerplexity80200,000
#55Voxtral Mini TranscribeMistral AI80131,072
#56Claude Haiku 3.5Anthropic79200,000
#57Claude Haiku 4.5Anthropic79200,000
#58Doubao-Seed-1.6ByteDance / Doubao79128,000
#59Doubao-Seed-1.6-FlashByteDance / Doubao79128,000
#60Doubao-Seed-2.0-CodeByteDance / Doubao79128,000
#61Doubao-Seed-CodeByteDance / Doubao79128,000
#62image-01MiniMax798,192
#63image-01-liveMiniMax798,192
#64MiniMax-M1MiniMax79204,800
#65MiniMax-Speech-02MiniMax798,192
#66MiniMax-Text-01MiniMax79204,800
#67MiniMax-VL-01MiniMax79204,800
#68music-2.0MiniMax798,192
#69Devstral Medium 1.0Mistral AI78128,000
#70ERNIE 3.5 128KBaidu / ERNIE78128,000
#71ERNIE 4.0 Turbo 8KBaidu / ERNIE78128,000
#72ERNIE 4.5 Turbo 32KBaidu / ERNIE7832,768
#73ERNIE Functions 8KBaidu / ERNIE78128,000
#74ERNIE Speed 128KBaidu / ERNIE78128,000
#75Magistral Medium 1.2Mistral AI78128,000
#76Mistral Large 3Mistral AI78128,000
#77Mistral Medium 3.1Mistral AI78128,000
#78Mistral OCR 2505Mistral AI7832,768
#79Mistral Small 3.1Mistral AI78128,000
#80Mistral Small 3.2 OpenMistral AI78128,000
#81o1-miniOpenAI78128,000
#82Pixtral 12BMistral AI78131,072
#83Pixtral LargeMistral AI78131,072
#84Sonar ProPerplexity78200,000
#85Voxtral Mini OpenMistral AI78131,072
#86Voxtral Small OpenMistral AI78131,072
#87Claude Sonnet 3Anthropic77200,000
#88CogVideoXZ.AI77128,000
#89CogView 4Z.AI77128,000
#90GLM-4.5Z.AI77128,000
#91GLM-4.5VZ.AI77128,000
#92GLM-4.6Z.AI77128,000
#93GLM-4.6VZ.AI77128,000
#94GLM-4.7Z.AI77128,000
#95GLM-5Z.AI77128,000
#96GLM-ImageZ.AI77128,000
#97GLM-OCRZ.AI77128,000
#98Hunyuan CodeTencent / Hunyuan77128,000
#99Hunyuan LiteTencent / Hunyuan77128,000
#100Hunyuan StandardTencent / Hunyuan77128,000
#101Hunyuan T1Tencent / Hunyuan77256,000
#102Hunyuan T1 VisionTencent / Hunyuan77128,000
#103Hunyuan TurboSTencent / Hunyuan77128,000
#104Hunyuan TurboS LongText 128KTencent / Hunyuan77128,000
#105Kimi K2Moonshot AI / Kimi77131,072
#106Kimi K2 ThinkingMoonshot AI / Kimi77256,000
#107Kimi K2 Turbo PreviewMoonshot AI / Kimi77256,000
#108Kimi K2.5Moonshot AI / Kimi77256,000
#109Vidu Q1Z.AI77128,000
#110GPT-5.4 ProOpenAI761,000,000
#111GPT-5.2 ProOpenAI751,000,000
#112Llama 3.3 70B InstructMeta75128,000
#113MiniMax-M2MiniMax75204,800
#114MiniMax-M2.1MiniMax75204,800
#115MiniMax-M2.1-highspeedMiniMax75204,800
#116MiniMax-M2.5MiniMax75204,800
#117MiniMax-M2.5-highspeedMiniMax75204,800
#118gpt-oss-120bOpenAI74131,072
#119Step-3.5-FlashStepFun73131,072
#120Claude Sonnet 3Anthropic72200,000
#121Claude Sonnet 4Anthropic721,000,000
#122Command ACohere72256,000
#123Command A ReasoningCohere72128,000
#124Command A TranslateCohere72128,000
#125Command A VisionCohere72128,000
#126Command R+Cohere72128,000
#127Command R7BCohere72128,000
#128Embed 4Cohere72128,000
#129Grok 3xAI72131,072
#130Grok 3 MinixAI72131,072
#131Grok 4xAI72256,000
#132Grok 4 Fast ReasoningxAI72131,072
#133grok-imagexAI72131,072
#134Claude Opus 4.1Anthropic71200,000
#135DeepSeek-Coder-V2DeepSeek71128,000
#136DeepSeek-Math-V2DeepSeek71128,000
#137DeepSeek-OCRDeepSeek7116,384
#138DeepSeek-OCR-2DeepSeek7116,384
#139DeepSeek-R1DeepSeek71128,000
#140DeepSeek-R1-Distill-Llama-70BDeepSeek71128,000
#141DeepSeek-V2.5DeepSeek71128,000
#142DeepSeek-V3DeepSeek71128,000
#143DeepSeek-V3.1DeepSeek71128,000
#144DeepSeek-V3.1-BaseDeepSeek71128,000
#145DeepSeek-V3.2DeepSeek71128,000
#146DeepSeek-V3.2-ExpDeepSeek71128,000
#147DeepSeek-VL2-SmallDeepSeek7116,384
#148Devstral 2 OpenMistral AI71128,000
#149Devstral Small 2Mistral AI71128,000
#150gpt-audioOpenAI71128,000
#151gpt-realtimeOpenAI71128,000
#152Jamba 3BAI21 Labs71256,000
#153Jamba LargeAI21 Labs71256,000
#154Jamba Large 1.6AI21 Labs71256,000
#155Jamba MiniAI21 Labs71256,000
#156Jamba Mini 1.6AI21 Labs71256,000
#157Jamba Mini 1.7AI21 Labs71256,000
#158Janus-Pro-7BDeepSeek7116,384
#159Llama 4 ScoutMeta7110,485,760
#160Magistral Small 1.2 OpenMistral AI71128,000
#161Ministral 3 14B OpenMistral AI71128,000
#162Ministral 3 3B OpenMistral AI71128,000
#163Ministral 3 8B OpenMistral AI71128,000
#164Mistral Large 3 OpenMistral AI71128,000
#165Mistral Nemo 12BMistral AI71128,000
#166phi-1Microsoft714,096
#167phi-1_5Microsoft714,096
#168phi-2Microsoft714,096
#169Phi-3-medium-4k-instructMicrosoft714,096
#170Phi-3-mini-4k-instructMicrosoft714,096
#171Phi-3-vision-128k-instructMicrosoft71128,000
#172Phi-3.5-mini-instructMicrosoft71131,072
#173Phi-3.5-MoE-instructMicrosoft71131,072
#174Phi-3.5-vision-instructMicrosoft71131,072
#175Phi-4Microsoft7116,384
#176Phi-4-mini-flash-reasoningMicrosoft71131,072
#177Phi-4-mini-instructMicrosoft71131,072
#178Phi-4-multimodal-instructMicrosoft71131,072
#179Phi-4-reasoningMicrosoft71131,072
#180Phi-4-reasoning-plusMicrosoft71131,072
#181Phi-4-reasoning-vision-15BMicrosoft71131,072
#182Phi-tiny-MoE-instructMicrosoft714,096
#183Qwen2.5-1.5B-InstructAlibaba Qwen71131,072
#184Qwen2.5-14B-InstructAlibaba Qwen71131,072
#185Qwen2.5-32B-InstructAlibaba Qwen71131,072
#186Qwen2.5-3B-InstructAlibaba Qwen71131,072
#187Qwen2.5-72B-InstructAlibaba Qwen71131,072
#188Qwen2.5-7B-InstructAlibaba Qwen71131,072
#189Qwen2.5-MaxAlibaba Qwen71131,072
#190Qwen2.5-VL-72B-InstructAlibaba Qwen71131,072
#191Qwen2.5-VL-7B-InstructAlibaba Qwen71131,072
#192Qwen3-Coder-NextAlibaba Qwen71131,072
#193Qwen3.5-0.8BAlibaba Qwen71131,072
#194Qwen3.5-122B-A10BAlibaba Qwen71131,072
#195Qwen3.5-27BAlibaba Qwen71131,072
#196Qwen3.5-2BAlibaba Qwen71131,072
#197Qwen3.5-35B-A3BAlibaba Qwen71131,072
#198Qwen3.5-397B-A17BAlibaba Qwen71131,072
#199Qwen3.5-4BAlibaba Qwen71131,072
#200Qwen3.5-9BAlibaba Qwen71131,072
#201Claude Opus 4Anthropic70200,000
#202Llama 3.1 405B InstructMeta70128,000
#203Llama 3.1 70B InstructMeta70128,000
#204gpt-audio-miniOpenAI67128,000
#205gpt-oss-20bOpenAI67131,072
#206gpt-realtime-miniOpenAI67128,000
#207LFM2-24B-A2BLiquid AI6732,768
#208pplx-embed-v1-4bPerplexity678,192
#209Llama 3.1 8B InstructMeta66128,000
#210o3OpenAI66200,000
#211pplx-embed-v1-0.6bPerplexity668,192
#212chatgpt-image-latestOpenAI6532,768
#213GPT Image 1OpenAI6532,768
#214gpt-image-1-miniOpenAI6532,768
#215o3-deep-researchOpenAI65200,000
#216Claude Opus 3Anthropic64200,000
#217Code Llama 70B InstructMeta648,192
#218Llama 3.2 90B Vision InstructMeta64128,000
#219Meta Llama 3 70B InstructMeta648,192
#220Llama 3.2 1B InstructMeta63128,000
#221Llama 3.2 3B InstructMeta63128,000
#222MiMo-VL-7BXiaomi63131,072
#223Step3-VL-10BStepFun63131,072
#224Code Llama 34B InstructMeta628,192
#225GPT-4o mini TranscribeOpenAI62128,000
#226GPT-4o mini TTSOpenAI62128,000
#227GPT-4o TranscribeOpenAI62128,000
#228Meta Llama 3 8B InstructMeta628,192
#229o1OpenAI62200,000
#230FLUX 1.1 ProBlack Forest Labs61512
#231LFM2-8B-A1BLiquid AI6132,768
#232Llama 3.2 11B Vision InstructMeta61128,000
#233Llama Guard 4 12BMeta60131,072
#234MiMo-Audio-7BXiaomi60131,072
#235FLUX 1 ProBlack Forest Labs59512
#236Step-Audio-R1.1StepFun59131,072
#237Claude Opus 3Anthropic58200,000
#238Claude Opus 4Anthropic58200,000
#239FLUX 1.1 Pro UltraBlack Forest Labs58512
#240Llama Guard 3 11B VisionMeta56131,072
#241LFM2.5-1.2B-InstructLiquid AI55131,072
#242LFM2.5-1.2B-ThinkingLiquid AI55131,072
#243LFM2-2.6BLiquid AI5332,768
#244Prompt Guard 86MMeta50512
#245NextStep-1.1StepFun38512

Why #1: Gemini 3.1 Flash

Google's Gemini 3.1 Flash for fast, cost-efficient multimodal inference with strong quality.

This model clears the current full-profile threshold for leaderboard methodology.

Why #2: Gemini 2.5 Flash

Google's Gemini 2.5 Flash with 1M context for fast, cost-efficient multimodal inference.

This model clears the current full-profile threshold for leaderboard methodology.

Why #3: Gemini 3.0 Flash

Google's Gemini 3.0 Flash for fast multimodal inference. Released alongside Gemini 3.0 Pro.

This model clears the current full-profile threshold for leaderboard methodology.