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Capabilities Explorer

Explore 450 AI models by their capabilities. See which models support vision, reasoning, JSON mode, function calling, streaming, web search, and image output.

Models

450

Providers

66

Capabilities

7

Avg Caps/Model

4.3

Capability Prevalence (% of models)

LMMarketCap.com

Capability Distribution

How many of the 450 models support each capability.

Vision

269

Can process image inputs

60% of all models

Reasoning

314

Extended chain-of-thought reasoning

70% of all models

JSON Mode

368

Guaranteed JSON output format

82% of all models

Function Calling

376

Can call external tools/functions

84% of all models

Streaming

431

Token-by-token streaming output

96% of all models

Web Search

164

Can search the web for information

36% of all models

Image Output

18

Can generate images

4% of all models

Models by Capability

Quick view of the top models for each capability, ranked by score.

Full Capability Matrix

All 450 models with their capability support. Sorted by composite score.

ModelScoreVisionReasoningJSON ModeFunction CallingStreamingWeb SearchImage Output
Claude Fable 5.1Anthropic96
Claude Fable 5.1 (batch)Anthropic96
Claude Fable 5Anthropic96
Claude Fable 5 (batch)Anthropic96
Claude Opus 5Anthropic95
Claude Opus 4.8Anthropic95
Claude Opus 4.7Anthropic95
Claude Opus 4.7 (batch)Anthropic95
Claude Opus 4.8 (batch)Anthropic95
GPT-5.5 ProOpenAI93
GPT-5.5 Pro (batch)OpenAI93
GPT-5.5OpenAI93
GPT-5.5 (batch)OpenAI93
Gemini 3.1 Pro Preview Custom ToolsGoogle92
Gemini 3.1 Pro PreviewGoogle92
Gemini 3.1 Pro Preview (batch)Google92
GPT-5.4 ProOpenAI92
GPT-5.4 Pro (batch)OpenAI92
GPT-5.4OpenAI92
GPT-5.4 (batch)OpenAI92
GPT-5.3-CodexOpenAI91
GPT-5.2-CodexOpenAI91
GPT-5.2 ChatOpenAI91
GPT-5.2 ProOpenAI91
GPT-5.2 Pro (batch)OpenAI91
GPT-5.2OpenAI91
GPT-5.2 (batch)OpenAI91
Claude Opus 4.6Anthropic90
Claude Opus 4.6 (batch)Anthropic90
GPT-5.6 Luna ProOpenAI89
GPT-5.6 Luna Pro (batch)OpenAI89
GPT-5.6 LunaOpenAI89
GPT-5.6 Luna (batch)OpenAI89
GPT-5.6 Terra ProOpenAI89
GPT-5.6 Terra Pro (batch)OpenAI89
GPT-5.6 TerraOpenAI89
GPT-5.6 Terra (batch)OpenAI89
GPT-5.6 Sol ProOpenAI89
GPT-5.6 Sol Pro (batch)OpenAI89
GPT-5.6 SolOpenAI89
GPT-5.6 Sol (batch)OpenAI89
Grok 4.7xAI89
Grok 4.6xAI89
Grok 4.5xAI89
Grok 4.3xAI89
Grok 4.20xAI89
GPT-5.1-Codex-MaxOpenAI89
GPT-5.1OpenAI89
GPT-5.1-CodexOpenAI89
GPT-5 ProOpenAI89
GPT-5 Pro (batch)OpenAI89
GPT-5OpenAI89
GPT-5 (batch)OpenAI89
Gemini 3 Flash PreviewGoogle88
Gemini 3 Flash Preview (batch)Google88
Grok 4.20 Multi-AgentxAI88
GPT-5.1 (batch)OpenAI88
GPT-5.1-Codex-MiniOpenAI88
o3 ProOpenAI87
o3OpenAI87
o3 (batch)OpenAI87
Claude Sonnet 5Anthropic85
Claude Sonnet 4.6Anthropic85
Claude Sonnet 4.6 (batch)Anthropic85
Claude Opus 4.5Anthropic85
Claude Opus 4.5 (batch)Anthropic85
Gemini 2.5 ProGoogle84
Gemini 2.5 Pro (batch)Google84
Gemini 2.5 Pro Preview 06-05Google84
DeepSeek V3.2DeepSeek83
Claude Sonnet 4.5Anthropic82
Claude Sonnet 4.5 (batch)Anthropic82
GPT-6 AstraOpenAI82
GPT-6 Astra (batch)OpenAI82
GPT-6 Astra ProOpenAI82
GPT-6 Astra Pro (batch)OpenAI82
o4 MiniOpenAI81
o4 Mini (batch)OpenAI81
Gemini 3.8 FlashGoogle81
Gemini 3.8 Flash (batch)Google81
Grok 4.3 (batch)xAI81
Muse Spark 1.3meta81
Muse Spark 1.2meta81
Muse Spark 1.1meta81
Gemma 4 31BGoogle81
Gemma 4 31B (free)Google81
Qwen3.5 397B A17BAlibaba79
R1 0528DeepSeek79
GPT-5.4 NanoOpenAI79
GPT-5.4 Nano (batch)OpenAI79
GPT-5.4 MiniOpenAI79
GPT-5.4 Mini (batch)OpenAI79
Gemini 3.1 Flash Lite PreviewGoogle79
Gemini 2.5 Flash LiteGoogle79
Gemini 2.5 Flash Lite (batch)Google79
Gemini 2.5 FlashGoogle79
Gemini 2.5 Flash (batch)Google79
Gemini 3.5 FlashGoogle79
Gemini 3.5 Flash (batch)Google79
GLM 5.3Zhipu AI79
GLM 5.3 (batch)Zhipu AI79
GLM 5.2Zhipu AI79
GLM 5.2 (batch)Zhipu AI79
GLM 5.3 FlashZhipu AI78
GLM 5.1Zhipu AI78
GLM 5 TurboZhipu AI78
GLM 5Zhipu AI78
GLM 5.3 FlashXZhipu AI78
GLM 5.3 Flash (batch)Zhipu AI78
Qwen3.5-122B-A10BAlibaba78
Gemma 2 27BGoogle77
Qwen3.5-27BAlibaba77
GPT-5 Mini (batch)OpenAI77
GPT-5 Nano (batch)OpenAI77
Gemini 3.5 Flash LiteGoogle77
Gemini 3.5 Flash Lite (batch)Google77
MiMo-V2.6-ProXiaomi76
MiMo-V2.5-ProXiaomi76
Qwen3.5-35B-A3BAlibaba76
GLM 5.2 (free)Zhipu AI76
Kimi K2.6Moonshot AI76
Qwen3.8 Max (0902)Alibaba76
Qwen3.7 PlusAlibaba76
o3 MiniOpenAI75
Claude Opus 4.1 (batch)Anthropic75
GLM 4.7Zhipu AI75
GLM 4.6Zhipu AI75
GLM 4.5Zhipu AI75
Qwen3.7 MaxAlibaba75
Qwen3.5 Plus 2026-04-20Alibaba75
Qwen3.6 Max PreviewAlibaba75
Hy3Tencent74
Claude Opus 4.1Anthropic74
o1OpenAI74
o3 Mini (batch)OpenAI74
Qwen3.6 PlusAlibaba74
MiniMax M3MiniMax74
Claude Sonnet 4Anthropic74
R1DeepSeek74
o1-proOpenAI74
Qwen3.8 27BAlibaba73
MiMo-V2.5Xiaomi73
Gemma 4 26B A4B Google73
Gemma 4 26B A4B (free)Google73
Qwen3.8 27B (free)Alibaba73
Inklingthinkingmachines73
Inkling (free)thinkingmachines73
GLM 5V TurboZhipu AI72
o4 Mini HighOpenAI72
GPT-4o (batch)OpenAI72
DeepSeek V3.2 ExpDeepSeek72
DeepSeek V3.1DeepSeek72
DeepSeek V3 0324DeepSeek72
Mistral Medium 3.5Mistral AI72
MiniMax M2.7MiniMax72
MiniMax M2.5MiniMax72
GPT-4o (2024-11-20)OpenAI71
GPT-4o (2024-08-06)OpenAI71
GPT-4oOpenAI71
GPT-4o (2024-05-13)OpenAI71
MiniMax M2.1MiniMax71
MiniMax M2MiniMax71
MiniMax M1MiniMax71
GLM 4.5 AirZhipu AI71
Llama 4 MaverickMeta71
Claude Haiku 4.5Anthropic70
Claude Haiku 4.5 (batch)Anthropic70
DeepSeek V3DeepSeek70
Qwen3 VL 235B A22B ThinkingAlibaba69
Qwen3 VL 235B A22B InstructAlibaba69
DeepSeek V3.1 TerminusDeepSeek69
GPT-4o-miniOpenAI69
Inkling Smallthinkingmachines69
Inkling Small (free)thinkingmachines69
Qwen3.5-FlashAlibaba69
Hy3 previewTencent68
Qwen3.5 Plus 2026-02-15Alibaba68
Qwen3 Max ThinkingAlibaba68
MiniMax M2-herMiniMax68
GPT-4.1OpenAI68
GPT-4.1 (batch)OpenAI68
Qwen3 MaxAlibaba67
Mistral Large 3 2512 (batch)Mistral AI67
Llama 3.3 70B InstructMeta67
Qwen3 Next 80B A3B ThinkingAlibaba67
Qwen3 Next 80B A3B InstructAlibaba67
GPT-4 TurboOpenAI67
Qwen3.5-9BAlibaba67
Step 3.5 FlashStepFun66
Mistral Large 2407Mistral AI66
Mistral LargeMistral AI66
Composer 2Cursor66
Composer 2 FastCursor66
GLM 4.6VZhipu AI66
Qwen3 235B A22B Thinking 2507Alibaba65
Llama 3.1 70B InstructMeta65
GPT-4OpenAI65
Qwen3 235B A22B Instruct 2507Alibaba65
Qwen3 30B A3B Thinking 2507Alibaba64
Qwen3 30B A3B Instruct 2507Alibaba64
Qwen3 30B A3BAlibaba64
o3 Mini HighOpenAI64
GLM 4.7 FlashZhipu AI64
Mixtral 8x22B InstructMistral AI63
Trinity Large Thinkingarcee-ai63
GPT-4o-mini (batch)OpenAI63
GLM 4.5VZhipu AI62
GPT-5 NanoOpenAI62
gpt-oss-120bOpenAI62
GPT-4 Turbo (batch)OpenAI62
Mercury 2.5Inception61
Qwen3 8BAlibaba61
Mercury 2Inception61
Nova 2 LiteAmazon60
Llama 4 ScoutMeta60
Phi 4Microsoft60
GPT-4.1 Mini (batch)OpenAI59
GPT-4.1 Nano (batch)OpenAI59
gpt-oss-20bOpenAI57
GPT-4o-mini (2024-07-18)OpenAI57
GPT-4.1 MiniOpenAI56
Qwen3 235B A22BAlibaba54
Granite 4.2 8BIBM54
GPT-5 MiniOpenAI54
Claude 3 HaikuAnthropic51
Command ACohere51
Command R (08-2024)Cohere49
Command R+ (08-2024)Cohere49
Kimi K2.5Moonshot AI48
Llama 3.1 8B InstructMeta45
GPT-4.1 NanoOpenAI42
R1 Distill Llama 70BDeepSeek41
MiMo-V2.6-Pro-UltraSpeedXiaomi40
MiMo-V2.6-FlashXiaomi40
Ternary Bonsai 2 27Bprism-ml40
Paretounbiased40
DeepSeek Pro Latest~deepseek40
DeepSeek Flash Latest~deepseek40
Schematron V2 Turboinference-net40
Schematron V2 Smallinference-net40
GPT Astra Latest~openai40
GPT Sol Latest~openai40
GPT Terra Latest~openai40
GPT Luna Latest~openai40
Fugu Ultra v2sakana40
Fugu Maxsakana40
Ling 3.0 Flash VLinclusionai40
Ling 3.0 Flash VL (free)inclusionai40
DeepSeek V4.1 FlashDeepSeek40
Ling 3.0 Flash Sante (free)inclusionai40
Muse Spark 1.3 Contributormeta40
Hy4 previewTencent40
Ling 3.0 Flash Fininclusionai40
Ling 3.0 Flash Fin (free)inclusionai40
GLM Flash Latest~z-ai40
Qwen3.8 FlashAlibaba40
Muse Spark 1.2 Contributormeta40
DeepSeek V4 Flash Vision ExpDeepSeek40
DeepSeek V4 Flash Vision Exp (batch)DeepSeek40
Hy-MT2-1.8BTencent40
Hy-MT2-30B-A3BTencent40
GLM Latest~z-ai40
Hy-MT2-7BTencent40
Dots3-Note Preview (free)dots-studio40
Gemini 3.7 FlashGoogle40
Gemini 3.7 Flash (batch)Google40
Seed 2.1 TurboByteDance40
Qwen3.8 2.4T A95BAlibaba40
Seed-2.0-CodeByteDance40
DeepSeek V4 Pro 0813DeepSeek40
DeepSeek V4 Pro 0813 (batch)DeepSeek40
LFM2.5-2.6B (free)Liquid AI40
Nemotron 3.5 LightningNVIDIA40
Nemotron 3.5 Lightning (free)NVIDIA40
Sakana Namazusakana40
Solar Pro 4Upstage40
Muse Glimmer 30Bmeta40
Muse Glimmer 30B (batch)meta40
DeepSeek V4 Flash Latest~deepseek40
DeepSeek V4 Flash 0731DeepSeek40
DeepSeek V4 Flash 0731 (batch)DeepSeek40
Qwen3.7 FlashAlibaba40
Claude Opus 5 (batch)Anthropic40
Ling 3.0 Flashinclusionai40
Laguna S 2.1poolside40
Laguna S 2.1 (free)poolside40
Gemini 3.6 FlashGoogle40
Gemini 3.6 Flash (batch)Google40
LongCat 2.0Meituan40
Kimi K3Moonshot AI40
KAT-Coder-Pro V2.5Kuaishou40
Grok Latest~x-ai40
Aion-3.0-Miniaion-labs40
Aion-3.0aion-labs40
Laguna XS 2.1poolside40
Laguna XS 2.1 (free)poolside40
Claude Sonnet 5 (batch)Anthropic40
Fugu Ultrasakana40
North Mini Code (free)Cohere40
Kimi K2.7 CodeMoonshot AI40
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)Google--
Nano Banana 2 (Gemini 3.1 Flash Image)Google--
Nano Banana Pro (Gemini 3 Pro Image)Google--
Claude Fable Latest~anthropic--
Nemotron 3.5 Content SafetyNVIDIA--
Nemotron 3.5 Content Safety (free)NVIDIA--
Nemotron 3 UltraNVIDIA--
Nemotron 3 Ultra (free)NVIDIA--
Step 3.7 FlashStepFun--
Grok Build 0.1xAI--
Perceptron Mk1perceptron--
Gemini 3.1 Flash LiteGoogle--
Gemini 3.1 Flash Lite (batch)Google--
GPT Chat LatestOpenAI--
Mistral Medium 3.5 (batch)Mistral AI--
Nemotron 3 Nano Omni (free)NVIDIA--
Claude Haiku Latest~anthropic--
GPT Mini Latest~openai--
Gemini Pro Latest~google--
Kimi Latest~moonshotai--
Gemini Flash Latest~google--
Claude Sonnet Latest~anthropic--
Qwen3.6 FlashAlibaba--
Qwen3.6 35B A3BAlibaba--
Qwen3.6 27BAlibaba--
DeepSeek V4 Pro 0423DeepSeek--
DeepSeek V4 Flash 0423DeepSeek--
GPT-5.4 Image 2OpenAI--
Claude Opus Latest~anthropic--
Lyria 3 Pro PreviewGoogle--
Lyria 3 Clip PreviewGoogle--
Reka Edgerekaai--
Mistral Small 4Mistral AI--
Mistral Small 4 (batch)Mistral AI--
Nemotron 3 SuperNVIDIA--
Nemotron 3 Super (free)NVIDIA--
Seed-2.0-LiteByteDance--
Seed-2.0-MiniByteDance--
Nano Banana 2 (Gemini 3.1 Flash Image Preview)Google--
Aion-2.0aion-labs--
Qwen3 Coder NextAlibaba--
Solar Pro 3Upstage--
Palmyra X5Writer--
GPT AudioOpenAI--
GPT Audio MiniOpenAI--
Seed 1.6 FlashByteDance--
Seed 1.6ByteDance--
Nemotron 3 Nano 30B A3BNVIDIA--
Devstral 2 2512Mistral AI--
Ministral 3 14B 2512Mistral AI--
Ministral 3 8B 2512Mistral AI--
Ministral 3 8B 2512 (batch)Mistral AI--
Ministral 3 3B 2512Mistral AI--
Nano Banana Pro (Gemini 3 Pro Image Preview)Google--
Kimi K2 ThinkingMoonshot AI--
Nova Premier 1.0Amazon--
Sonar Pro SearchPerplexity--
Voxtral Small 24B 2507Mistral AI--
gpt-oss-safeguard-20bOpenAI--
Qwen3 VL 32B InstructAlibaba--
Granite 4.0 MicroIBM--
GPT-5 Image MiniOpenAI--
Qwen3 VL 8B ThinkingAlibaba--
Qwen3 VL 8B InstructAlibaba--
GPT-5 ImageOpenAI--
Nano Banana (Gemini 2.5 Flash Image)Google--
Qwen3 VL 30B A3B ThinkingAlibaba--
Qwen3 VL 30B A3B InstructAlibaba--
Qwen3 Coder PlusAlibaba--
Qwen3 Coder FlashAlibaba--
Qwen Plus 0728Alibaba--
Kimi K2 0905Moonshot AI--
Mistral Medium 3.1Mistral AI--
Mistral Medium 3.1 (batch)Mistral AI--
Codestral 2508Mistral AI--
Codestral 2508 (batch)Mistral AI--
Qwen3 Coder 30B A3B InstructAlibaba--
Qwen3 Coder 480B A35BAlibaba--
UI-TARS 7B ByteDance--
Kimi K2 0711Moonshot AI--
Hunyuan A13B InstructTencent--
ERNIE 4.5 VL 424B A47B Baidu--
Mistral Small 3.2 24BMistral AI--
Mistral Medium 3Mistral AI--
Llama Guard 4 12BMeta--
Qwen3 14BAlibaba--
Qwen3 32BAlibaba--
Mistral Small 3.1 24BMistral AI--
Gemma 3 4BGoogle--
Gemma 3 12BGoogle--
Reka Flash 3rekaai--
Gemma 3 27BGoogle--
Sonar Reasoning ProPerplexity--
Sonar ProPerplexity--
Sonar Deep ResearchPerplexity--
SabaMistral AI--
Qwen2.5 VL 72B InstructAlibaba--
Qwen-PlusAlibaba--
Mistral Small 3Mistral AI--
SonarPerplexity--
MiniMax-01MiniMax--
Command R7B (12-2024)Cohere--
Nova Lite 1.0Amazon--
Nova Micro 1.0Amazon--
Nova Pro 1.0Amazon--
Qwen2.5 Coder 32B InstructAlibaba--
Qwen2.5 7B InstructAlibaba--
Llama 3.2 1B InstructMeta--
Llama 3.2 3B InstructMeta--
Qwen2.5 72B InstructAlibaba--
Mistral NemoMistral AI--
WizardLM-2 8x22BMicrosoft--
GPT-3.5 Turbo (older v0613)OpenAI--
GPT-3.5 Turbo InstructOpenAI--
GPT-3.5 Turbo 16kOpenAI--
GPT-3.5 TurboOpenAI--
GPT-3.5 Turbo (batch)OpenAI--
Midjourney v6.1Midjourney--
DALL-E 3OpenAI--
Stable Diffusion 3.5Stability AI--
FLUX.1 ProBlack Forest Labs--
Ideogram 2.0Ideogram--
Recraft V3Recraft--
Imagen 3Google--
Adobe Firefly 3Adobe--
Leonardo PhoenixLeonardo AI--
SoraOpenAI--
Veo 2Google--
Runway Gen-3 AlphaRunway--
Kling 1.6Kuaishou--
Pika 2.0Pika--
MiniMax Video-01MiniMax--
Luma Dream MachineLuma AI--
Stable Video DiffusionStability AI--
Wan 2.1 T2VWan AI--
LTX-Video 2Lightricks--
SWE-1.5Windsurf--
autofixer-01Vercel--
MellumJetBrains--
ALLaM 7B Instruct (preview)HUMAIN--
ALLaM 1 13B InstructHUMAIN--
ALLaM 2 7B InstructHUMAIN--
ALLaM 34BHUMAIN--
Falcon-H1-Arabic 34B InstructTII--
Falcon-H1-Arabic 7B InstructTII--
Falcon-H1-Arabic 3B InstructTII--
Falcon Arabic 7B InstructTII--
Falcon3 10B InstructTII--
Falcon3 7B InstructTII--
Falcon Mamba 7B InstructTII--
Supported
Not supported

Understanding AI Model Capabilities

Different AI models support different features beyond basic text generation. Here is what each capability means.

Vision

269 models

Can process image inputs. Vision-capable models can process images alongside text, enabling tasks like image analysis, OCR, chart interpretation, and screenshot understanding.

Reasoning

314 models

Extended chain-of-thought reasoning. Reasoning models use extended chain-of-thought to solve complex problems, mathematical proofs, and multi-step logic puzzles with higher accuracy.

JSON Mode

368 models

Guaranteed JSON output format. JSON mode ensures the model outputs valid JSON, critical for API integrations, structured data extraction, and programmatic workflows.

Function Calling

376 models

Can call external tools/functions. Function calling allows models to invoke external tools and APIs, enabling agentic workflows, data retrieval, and real-world actions.

Streaming

431 models

Token-by-token streaming output. Streaming delivers tokens as they are generated, reducing perceived latency and enabling real-time chat experiences.

Web Search

164 models

Can search the web for information. Web search enables the model to query the internet for up-to-date information, essential for current events and real-time data.

Image Output

18 models

Can generate images. Image output models can generate images from text descriptions, useful for design, creative work, and visual content creation.

Explore More

Compare pricing, check the leaderboard, or dive into head-to-head model comparisons.

Frequently Asked Questions

Key capabilities include: vision (image understanding), function calling (tool use), streaming (real-time output), JSON mode (structured output), reasoning (chain-of-thought), and web search (real-time information access).

Function calling lets AI models invoke external tools, APIs, and functions. The model decides when a tool is needed, formats the correct arguments, and integrates the results - enabling AI agents, automated workflows, and real-time data access.

No - capabilities vary significantly. Vision and function calling are widespread but not universal. Reasoning mode, web search, and image generation are available on fewer models. Check our capability matrix to compare support across models.

AI Capabilities Explorer - Filter Models by Features | LM Market Cap