Project AURIONAI Use-Cases Research & Innovation

Maps

The directory drawn three ways: where each class of model runs, how model size moved over time, and how industries, use cases and model classes connect.

201use cases
3,188models
299deployments

Use Cases by Industry and Kind of Model

Each circle is sized by the number of use cases in an industry that use a kind of model. Pick a circle to see the use cases and the models.

LLM80
multimodal LLM12
image generation5
3D3
speech synthesis3
world model3
code2
video generation2
avatar1
reasoning1
translation1
vision41
time series33
tabular29
OCR and document14
robot policy14
geospatial12
embedding6
scientific6
speech recognition6
recommendation5
weather4
graph2
language encoder2
audio classification1
driving1
materials1
Healthcare40 use cases
Public Sector31 use cases
Industrial30 use cases
Finance29 use cases
Retail and Logistics28 use cases
Agriculture16 use cases
Energy and Mining15 use cases
Telecom12 use cases
1 use case7 use cases20 use casesBar under each kind: use cases across all industries

Where Models Run

Model class against the deployment tiers the research names. 561 of 3188 models have at least one tier recorded; the rest are counted under "not stated". A model can sit in several tiers. Cells open the filtered model list.

Shade: darker means more models (one hue, five steps, log scale). The number in each cell is the count.

Size Over Time

763 models with both an announcement date and a parameter count, from 2022. Developer-stated parameter counts; proprietary models rarely state one, so they are few here. Each dot opens its model.

open weights (634)proprietary (9)openness unknown (120)
Models by announcement date and parameter count, 763 models with both recorded100K1M10M100M1B10B100B1T10T20222023202420252026Gemma-SEA-Guard-12B-2602, AI Singapore, unknownLlama-SEA-Guard-8B-2602, AI Singapore, unknownQwen-SEA-Guard-8B-2602, AI Singapore, unknownQwen-SEA-LION-v4-8B-VL, AI Singapore, unknownSEA-LION-E5-Embedding-600M, AI Singapore, unknownSEA-LION ModernBERT 300M, AI Singapore, unknownSEA-LION ModernBERT 600M, AI Singapore, unknownSEA-LION ModernBERT-Embedding 300M, AI Singapore, unknownSEA-LION ModernBERT-Embedding 600M, AI Singapore, unknownRingMoE, Aerospace Information Research Institute, Chinese Academy of Sciences (AIRCAS), unknownSeaLLMs-Audio-7B, Alibaba DAMO, unknownSeaLLMs v3 1.5B, Alibaba DAMO, unknownSeaLLMs v3 7B, Alibaba DAMO, unknownQwen2.5 0.5B, Alibaba (Qwen), unknownQwen2.5-32B, Alibaba (Qwen), unknownQwen2.5-32B-Instruct, Alibaba (Qwen), unknownQwen2.5-72B-Instruct, Alibaba (Qwen), unknownQwen2.5-Coder-32B-Instruct, Alibaba (Qwen), unknownQwen2-VL 2B, Alibaba (Qwen), unknownQwen3-0.6B-Base, Alibaba (Qwen), unknownQwen3-8B, Alibaba (Qwen), unknownQwen3-VL-8B-Instruct, Alibaba (Qwen), unknownBAGEL (7B MoT), ByteDance, unknownBaichuan-M3-235B, Baichuan, unknownPaddleOCR-VL-1.5, Baidu, unknownPaddleOCR-VL-1.6, Baidu, unknownParam2-17B-A2.4B-Thinking, BharatGen, unknownBLIP3o-NEXT-GRPO-GenEval (3B), Salesforce, unknownAya Expanse 32B, Cohere, unknowndeepseek-llm-67b-base, DeepSeek, unknownDeepSeek v3, DeepSeek, unknownEmu3.5, BAAI, unknownPET-OAM-XL, EPFL, unknownEquFlash, , unknownEuroLLM-22B (2512), UTTER / EuroLLM consortium, unknownEuroLLM-9B, UTTER / EuroLLM consortium, unknownEuroMoE-2.6B-A0.6B, UTTER / EuroLLM consortium, unknownGemma 2 2B, Google, unknownGemma 2 9B, Google, unknownGemma 3 4B, Google, unknownGemma-3-4B-it, Google, unknownNequip-OAM-L, Harvard University, unknownNequip-OAM-XL, Harvard University, unknownGRACE-2L-OAM-L, ICAMS Bochum, unknownLing 3.1 Flash, inclusionAI, unknownOneRec-V2, Kuaishou, unknownEXAONE 4.5-33B, LG AI Research, unknownd1-3B, Liquid AI, unknownd1-omni-600M, Liquid AI, unknownLumina-DiMOO w/ Self-GRPO, Shanghai AI Lab, unknownMatRIS-10M-OAM, Institute of Computing Technology, Chinese Academy of Sciences, unknowneSEN-30M-OAM, Meta, unknownLlama 3.2 1B, Meta, unknownPhi-3-mini, Microsoft AI, unknownMiniMax-M1, MiniMax, unknownMamba-Codestral-7B-v0.1, Mistral AI, unknownMistral Large 4 (v26.10), Mistral AI, unknownVoxtral Small, Mistral AI, unknownKimi K2, Moonshot AI, unknownHyperCLOVA X SEED 4B, Naver, unknownHyperCLOVA X SEED 8B Omni, Naver, unknownLLM-jp-4.1 32B-A3B, NII LLM-jp, unknownLLM-jp-4.1 33B, NII LLM-jp, unknownLLM-jp-4.1 8B thinking, NII LLM-jp, unknownAlpamayo 1.5-10B, NVIDIA, unknownColEmbed V2, NVIDIA, unknownCosmos Transfer 2.5, NVIDIA, unknownLlama Nemotron Embed VL 1B v2, NVIDIA, unknownLlama Nemotron Rerank VL 1B v2, NVIDIA, unknownNemotron 3 Content Safety 4B, NVIDIA, unknownOpenAI privacy-filter, OpenAI, unknownMinerU2.5-Pro, OpenDataLab, unknownTeuken-7B v0.6, OpenGPT-X, unknownORB v3, Orbital Materials, unknownPLaMo-3-610m-fin-instruct, Preferred Networks, unknownPLaMo 3 NICT 2B, Preferred Networks, NICT, unknownPLaMo 3 NICT 31B, Preferred Networks, NICT, unknownPLaMo 3 NICT 8B, Preferred Networks, NICT, unknownRF-DETR 2XL, Roboflow, unknownRF-DETR M, Roboflow, unknownRF-DETR N, Roboflow, unknownRF-DETR S, Roboflow, unknownSarvam 30B, Sarvam AI, unknownSevenNet-Omni-i12, Seoul National University, unknownIntern-S1-Pro, Shanghai AI Lab, unknownIntern-S2-397B, Shanghai AI Lab, unknownTACE-v1-OAM-M, , unknownHunyuanVideo, Tencent, unknownSolar Pro 3, Upstage, unknownGAIA-1, Wayve, unknownGLM-4.5, Z.ai (Zhipu), unknownMGP-STR, Alibaba DAMO, unknownRAD-DINO, Microsoft AI, unknownMolmoAct2, Allen AI, unknownjina-embeddings-v4, Jina AI, unknownFalcon-180B, Technology Innovation Institute (TII), unknownFalcon 2 11B, Technology Innovation Institute (TII), unknownTulu 2 DPO 70B, Allen AI, unknownHunyuan-MT-7B, Tencent, unknownHunyuan-MT-Chimera-7B, Tencent, unknownHY-MT1.5 1.8B, Tencent, unknownSeaLMMM 7B v0.1, Alibaba DAMO, unknownChatGLM3-6B, Z.ai (Zhipu), Tsinghua University, unknownGLM-4-9B-Chat, Z.ai (Zhipu), unknownGLM-4V-9B, Z.ai (Zhipu), unknownInternLM2 chat 7B, Shanghai AI Lab, unknownInternLM2.5 7B chat, Shanghai AI Lab, unknownMiniCPM-Llama3-V 2.5, OpenBMB (Tsinghua NLP Lab and ModelBest), unknownMiniCPM-V 2.6, OpenBMB (Tsinghua NLP Lab and ModelBest), unknownDeepSeek-Prover-V2 7B, DeepSeek, unknownAudio Flamingo 3, NVIDIA, unknownNemotron-H 8B base, NVIDIA, unknownNemotron-H 56B base, NVIDIA, unknownQVQ-72B-Preview, Alibaba (Qwen), unknownKanana-2 30B A3B Instruct, Kakao, unknownLlama3-TAIDE-LX-8B-Chat-Alpha1, TAIDE (Trustworthy AI Dialogue Engine project, Taiwan), unknownBespoke-MiniCheck-7B, Bespoke Labs, unknownAnimateLCM, The Chinese University of Hong Kong, SenseTime, unknownDUSt3R, Naver, unknownMASt3R, Naver, unknownQwen3.6 Max Preview, Alibaba (Qwen), proprietaryBloombergGPT, Bloomberg, proprietaryProtenix-v2, ByteDance, proprietaryESM3 98B, EvolutionaryScale, proprietaryHelix, Figure AI, proprietaryRT-2-X, Google DeepMind, proprietaryNYUTron, NYU Langone, proprietaryVirchow, Paige, proprietaryGAIA-3, Wayve, proprietaryMERaLiON-2-10B, A*STAR (Institute for Infocomm Research, I2R), open weights restrictedMERaLiON-2-3B, A*STAR (Institute for Infocomm Research, I2R), open weights restrictedGemma-SEA-LION-v4.5-E2B-IT, AI Singapore, open weights permissiveNemotron-SEA-LION-v4.8-120B-A12B, AI Singapore, open weights permissiveNemotron-SEA-LION-v4.8-30B-A3B, AI Singapore, open weights permissiveQwen-SEA-LION-v4.5-27B-IT, AI Singapore, open weights permissiveJamba 1.5 Mini, AI21 Labs, open weights restrictedFun-ASR-Nano (Fun-ASR-Nano-2512), Alibaba (Qwen), open weights permissivegte-multilingual-base, Alibaba (Qwen), open weights permissiveParaformer-zh (+ streaming), Alibaba (Qwen), open weights restrictedQwen-14B-Chat, Alibaba (Qwen), open weights restrictedQwen-Image, Alibaba (Qwen), open weights permissiveQwen-Image-2.1, Alibaba (Qwen), open weights restrictedQwen1.5-110B-Chat, Alibaba (Qwen), open weights restrictedQwen1.5-72B, Alibaba (Qwen), open weights restrictedQwen2.5-Coder 1.5B, Alibaba (Qwen), open weights permissiveQwen2.5-Coder 14B, Alibaba (Qwen), open weights permissiveQwen2.5-Coder 7B, Alibaba (Qwen), open weights permissiveQwen3-0.6B, Alibaba (Qwen), open weights permissiveQwen3-1.7B, Alibaba (Qwen), open weights permissiveQwen3-4B, Alibaba (Qwen), open weights permissiveQwen3.5-0.8B, Alibaba (Qwen), open weights permissiveQwen3.5-122B-A10B, Alibaba (Qwen), open weights permissiveQwen3.5-2B, Alibaba (Qwen), open weights permissiveQwen3.5-35B-A3B, Alibaba (Qwen), open weights permissiveQwen3.5-397B-A17B, Alibaba (Qwen), open weights permissiveQwen3.5-4B, Alibaba (Qwen), open weights permissiveQwen3.5-9B, Alibaba (Qwen), open weights permissiveQwen3.6-27B, Alibaba (Qwen), open weights permissiveQwen3.6-35B-A3B, Alibaba (Qwen), open weights permissiveQwen3.8-2.4T-A95B, Alibaba (Qwen), open weights restrictedQwen3.8-27B, Alibaba (Qwen), open weights permissiveQwen3.8-Flash-Next, Alibaba (Qwen), open weights restrictedQwen3-ASR-0.6B, Alibaba (Qwen), open weights permissiveQwen3-ASR-1.7B, Alibaba (Qwen), open weights permissiveQwen3-Coder-30B-A3B-Instruct, Alibaba (Qwen), open weights permissiveQwen3-Coder-480B-A35B-Instruct, Alibaba (Qwen), open weights permissiveQwen3-Coder-Next, Alibaba (Qwen), open weights permissiveQwen3-Embedding-0.6B, Alibaba (Qwen), open weights permissiveQwen3-Embedding-4B, Alibaba (Qwen), open weights permissiveQwen3-Embedding-8B, Alibaba (Qwen), open weights permissiveQwen3-Reranker-0.6B, Alibaba (Qwen), open weights permissiveQwen3-Reranker-4B, Alibaba (Qwen), open weights permissiveQwen3-Reranker-8B, Alibaba (Qwen), open weights permissiveQwen3-TTS 12Hz 0.6B, Alibaba (Qwen), open weights permissiveQwen3-TTS 12Hz 1.7B, Alibaba (Qwen), open weights permissiveQwen3-VL-Embedding-2B, Alibaba (Qwen), open weights permissiveQwen3-VL-Embedding-8B, Alibaba (Qwen), open weights permissiveQwen3Guard-Gen-0.6B, Alibaba (Qwen), open weights permissiveQwen3Guard-Gen-4B, Alibaba (Qwen), open weights permissiveQwen3Guard-Gen-8B, Alibaba (Qwen), open weights permissiveQwen3Guard-Stream-0.6B, Alibaba (Qwen), open weights permissiveQwen3Guard-Stream-4B, Alibaba (Qwen), open weights permissiveQwen3Guard-Stream-8B, Alibaba (Qwen), open weights permissiveQwQ-32B, Alibaba (Qwen), open weights permissiveQwQ-32B-Preview, Alibaba (Qwen), open weights permissiveSenseVoiceSmall, Alibaba (Qwen), open weights restrictedWan 2.2 A14B, Alibaba (Qwen), open weights permissiveWan 2.2 TI2V-5B, Alibaba (Qwen), open weights permissiveWan-Dancer-14B, Alibaba (Qwen), open weights permissiveWan2.2-Animate-2-14B, Alibaba (Qwen), open weights permissiveZ-Image Turbo, Alibaba (Qwen), open weights permissiveOpenHands LM 32B v0.1, All Hands AI, open weights permissiveMolmo 7B-D, Allen AI, open weights permissiveMolmo2-8B, Allen AI, open weights permissiveOLMo 2 32B (OLMo-2-0325-32B-Instruct), Allen AI, fully openOlmo 3 32B Think, Allen AI, fully openOlmo 3 7B, Allen AI, fully openOlmo-Hybrid-7B, Allen AI, fully openWildGuard 7B, Allen AI, open weights permissiveolmOCR (olmOCR-2-7B-1025), Allen AI, open weights permissiveChronos-2, Amazon, open weights permissiveMitra, Amazon, open weights permissivesanoTTS, Ampixa, open sourceEvo 2 1B, Arc Institute, NVIDIA, open weights permissiveEvo 2 20B, Arc Institute, NVIDIA, open weights permissiveEvo 2 40B, Arc Institute, NVIDIA, open weights permissiveEvo 2 7B, Arc Institute, NVIDIA, open weights permissiveTrinity-Large-Thinking, Arcee AI, open weights permissiveBaichuan-M2-32B, Baichuan AI, open weights permissivePaddleOCR-VL, Baidu, open weights permissiveRT-DETR, Baidu, Peking University, open weights permissiveStarCoder2-15B, BigCode (Hugging Face and ServiceNow), open weights restrictedFLUX.2 [dev], Black Forest Labs, open weights restrictedFLUX.2 [klein] 4B, Black Forest Labs, open weights permissiveFLUX.2 [klein] 9B, Black Forest Labs, open weights restrictedBreeze TTS 2, BreezeBlue, open weights restrictedBAGEL (BAGEL-7B-MoT), ByteDance, open weights permissiveProtenix-v1, ByteDance, open sourceSeed-Coder-8B-Instruct, ByteDance, open weights permissiveMOMENT (MOMENT-1-large), Carnegie Mellon University, open weights permissiveCommand R (Mar '24), Cohere, Cohere Labs, open weights restrictedCommand R+ (Apr '24), Cohere, Cohere Labs, open weights restrictedTiny Aya base, Cohere Labs, open weights restrictedTiny Aya earth, Cohere Labs, open weights restrictedTiny Aya fire, Cohere Labs, open weights restrictedTiny Aya global, Cohere Labs, open weights restrictedTiny Aya water, Cohere Labs, open weights restrictedNorth Mini Code, Cohere, open weights permissiveCohere Transcribe (cohere-transcribe-03-2026), Cohere, open weights permissiveDBRX, Databricks, open weights restrictedToto 2.0 1B, Datadog, open weights permissiveToto 2.0 2.5B, Datadog, open weights permissiveToto 2.0 22M, Datadog, open weights permissiveToto 2.0 313M, Datadog, open weights permissiveToto 2.0 4M, Datadog, open weights permissiveDeepSeek-Coder-V2, DeepSeek, open weights permissiveDeepSeek-Coder-V2-Base, DeepSeek, open weights permissiveDeepSeek LLM 67B Chat (V1), DeepSeek, open weights permissiveDeepSeek-OCR, DeepSeek, open weights permissiveDeepSeek-OCR 2, DeepSeek, open weights permissiveDeepSeek-V2.5 (Dec 2024, DeepSeek-V2.5-1210), DeepSeek, open weights restrictedDeepSeek-V3.1, DeepSeek, open weights permissiveDeepSeek-V4.1-Flash, DeepSeek, open weights permissiveDeepSeek-V4-Flash, DeepSeek, open weights permissiveDeepSeek-V4-Pro, DeepSeek, open weights permissiveESM3 open 1.4B, EvolutionaryScale, open weights permissiveFish Audio S2 Pro, Fish Audio, open weights restrictedHuatuoGPT-o1-72B, FreedomIntelligence, open weights permissiveFun-CosyVoice3-0.5B-2512, FunAudioLLM, open weights permissiveEmbeddingGemma 2, Google, open weights permissiveGemma 4 12B, Google, open weights permissiveGemma 4 26B-A4B, Google, open weights permissiveGemma 4 31B, Google, Google DeepMind, open weights permissiveGemma 4 E2B, Google, Google DeepMind, open weights permissiveGemma 4 E4B, Google, Google DeepMind, open weights permissiveMedGemma 1.5 4B, Google, open weights restrictedMedGemma 27B text, Google, open weights restrictedShieldGemma 2 4B, Google, open weights restrictedShieldGemma 27B, Google, open weights restrictedShieldGemma 2B, Google, open weights restrictedShieldGemma 9B, Google, open weights restrictedTimesFM 2.5, Google, open weights permissiveTimesFM 3.0, Google, open weights restrictedgemma2-9b-cpt-sahabatai-v1, GoTo Gojek Tokopedia, Indosat Ooredoo Hutchison, AI Singapore, open weights restrictedLlama-Sahabat-AI-v2-70B-IT, GoTo Gojek Tokopedia, Indosat Ooredoo Hutchison, AI Singapore, open weights restrictedllama3-8b-cpt-sahabatai-v1, GoTo Gojek Tokopedia, Indosat Ooredoo Hutchison, AI Singapore, open weights restrictedKokoro-82M, hexgrad, open weights permissiveHiDream-I1, HiDream.ai, open weights permissiveSmolLM3, Hugging Face, fully openSmolLM3-3B, Hugging Face, fully openFlowState r1.1, IBM, open weights permissivegranite-4.0-1b-speech, IBM, open weights permissiveGranite-4.0-H-Micro, IBM, open weights permissiveGranite 4.2 30B, IBM, open sourceGranite 4.2 3B, IBM, open sourceGranite 4.2 8B, IBM, open sourceGranite Guardian 4.1-8B, IBM, open weights permissiveGranite PatchTST-FM r1, IBM, Rensselaer Polytechnic Institute, open weights permissivegranite-speech-3.3-8b, IBM, open weights permissivegranite-speech-4.1-2b, IBM, open weights permissiveGranite TSPulse, IBM, open weights permissiveGranite TinyTimeMixer (TTM) r2, IBM, open weights permissivePrithvi-EO-2.0 100M-TL, IBM, NASA, open sourcePrithvi-EO-2.0 300M, IBM, NASA, open sourcePrithvi-EO-2.0 600M, IBM, NASA, open sourcePrithvi-EO-2.0-600M-TL, IBM, NASA, open weights permissivePrithvi-EO-2.0 TINY-TL, IBM, NASA, open sourcePrithvi-WxC, IBM, NASA, open weights permissiveIdeogram 4.0, Ideogram, open weights restrictedLing-1T, inclusionAI, open weights permissiveLing 3.0 Flash (Ling-3.0-flash), inclusionAI, open weights permissiveLing 3.0 Flash Fin (Ling-3.0-flash-Fin), inclusionAI, open weights permissiveLing 3.0 Flash VL (Ling-3.0-flash-VL), inclusionAI, open weights permissiveLing-flash-2.0, inclusionAI, open weights permissiveRing-flash-2.0, inclusionAI, open weights permissiveMellum2.1-12B-A2.5B-Thinking, JetBrains, open weights permissivejina-embeddings-v3, Jina AI, open weights restrictedjina-embeddings-v5-omni-nano, Jina AI, open weights restrictedjina-embeddings-v5-omni-small, Jina AI, open weights restrictedjina-embeddings-v5-text-small, Jina AI, open weights restrictedjina-reranker-v3.5, Jina AI, open weights restrictedOmniVoice, k2-fsa, open weights restrictedKrea 2 Raw, Krea.ai, Inc., open weights restrictedKrea 2 Turbo, Krea.ai, Inc., open weights restrictedKolors, Kuaishou, open weights restrictedOneRec-Foundation 1.7B, Kuaishou, open weights permissiveOneRec-Foundation 8B, Kuaishou, open weights permissiveEXAONE 4.0 (32B), LG AI Research, open weights restrictedK-EXAONE 2.0, LG AI Research, open weights permissiveLTX-2.5, Lightricks, open weights restrictedLFM2.5-2.6B, Liquid AI, open weights restrictedLFM2.5-230M, Liquid AI, open weights restrictedLFM2.5-350M, Liquid AI, open weights restrictedLFM2.5-8B-A1B, Liquid AI, open weights restrictedLFM2.5-Encoder 230M, Liquid AI, open weights restrictedLFM2.5-Encoder 350M, Liquid AI, open weights restrictedLFM2.5-VL-3B, Liquid AI, open weights restrictedYuE2-3B, Multimodal Art Projection (m-a-p), open weights restrictedLlama3-Med42-70B, M42 Health, open weights restrictedLlama3-Med42-8B, M42 Health, open weights restrictedLLama-3-8B-Tele-it, , open weights restrictedmms-300m-1130-forced-aligner, MahmoudAshraf, open weights restrictedLongCat-2.0, Meituan, open weights permissiveLongCat-Flash (LongCat-Flash-Chat), Meituan, open weights permissiveDINOv2, Meta, open weights permissiveDINOv3 ViT-7B, Meta, open weights restrictedDINOv3 SAT-493M ViT-7B, Meta, open weights restrictedDINOv3 ViT-H+, Meta, open weights restrictedDINOv3 SAT-493M ViT-L (distilled), Meta, open weights restrictedDINOv3 ViT-S, Meta, open weights restrictedHSTU (Generative Recommenders), Meta, open sourceLlama 4 Maverick, Meta, open weights restrictedLlama Guard 4 12B, Meta, open weights restrictedLlama Prompt Guard 2 22M, Meta, open weights restrictedLlama Prompt Guard 2 86M, Meta, open weights restrictedMuse Glimmer 30B, Meta, open weights permissivePrompt-Guard-86M, Meta, open weights restrictedSAM 3, Meta, open weights restrictedV-JEPA 2, Meta, open weights permissivew2v-bert-2.0, Meta, open weights permissiveAurora, Microsoft AI, open sourcee5-mistral-7b, Microsoft AI, open weights permissiveMAIRA-2, Microsoft AI, open weights restrictedPhi-4-mini, Microsoft AI, open weights permissivePhi-4-mini-flash-reasoning, Microsoft AI, open weights permissivePhi-4-mini-instruct, Microsoft AI, open weights permissivePhi-4-multimodal-instruct, Microsoft AI, open weights permissivePhi-4-reasoning-vision-15B, Microsoft AI, open weights permissiveTRELLIS.2-4B, Microsoft AI, open weights permissiveMiniMax H3 (Hailuo 3), MiniMax, open weights restrictedMiniMax-M3, MiniMax, open weights restrictedDevstral 2 (123B, 2512), Mistral AI, open weights restrictedDevstral Small 1.1, Mistral AI, open weights permissiveDevstral Small 2 (24B, 2512), Mistral AI, open weights permissiveMagistral Small, Mistral AI, open weights permissiveMistral Large 3 (2512), Mistral AI, open weights permissiveMistral Medium 3.5 (v26.04), Mistral AI, open weights restrictedMistral Small 3 (Mistral-Small-24B-Instruct-2501), Mistral AI, open weights permissiveMistral Small 4, Mistral AI, open weights permissiveMistral Small (Sep '24), Mistral AI, open weights restrictedMixtral 8x22B Instruct, Mistral AI, open weights permissivePixtral Large, Mistral AI, open weights restrictedShieldstral 1.0 3B, Mistral AI, open weights permissiveKimi K2.5, Moonshot AI, open weights restrictedKimi K2.6, Moonshot AI, open weights restrictedKimi K2.7 Code, Moonshot AI, open weights restrictedKimi K3, Moonshot AI, open weights restrictedLag-Llama, Morgan Stanley, ServiceNow (ServiceNow Research, Montreal), Universite de Montreal, Mila, open weights permissivemDeBERTa-v3-base-xnli-multilingual-nli-2mil7, MoritzLaurer, open weights permissiveMotif-3, Motif Technologies, open weights permissiveNomic embed text v2 MoE, Nomic AI, open weights permissiveCanary-1B, NVIDIA, open weights permissiveCanary-1B-flash, NVIDIA, open weights permissiveCanary-Qwen-2.5B, NVIDIA, open weights permissiveGR00T N1.6, NVIDIA, open weights restrictedLlama 3.1 Nemotron Ultra 253B v1, NVIDIA, open weights restrictedLlama 3.3 Nemotron Super 49B v1, NVIDIA, open weights restrictedNemotron 3.5 Content Safety, NVIDIA, open weights restrictedNemotron 3.5 Lightning 30B-A3B, NVIDIA, open sourceNemotron-3-Embed-1B, NVIDIA, open weights permissiveNemotron-3-Embed-8B, NVIDIA, open weights permissiveNemotron 3 Nano 30B-A3B, NVIDIA, open sourceNemotron 3 Nano 4B, NVIDIA, open sourceNemotron 3 Super, NVIDIA, open sourceNemotron 3 Ultra 550B A55B, NVIDIA, open sourceNemotron-4 340B, NVIDIA, open weights permissiveParakeet-TDT-0.6B v2, NVIDIA, open weights permissiveParakeet-TDT-0.6B v3, NVIDIA, open weights permissivegpt-oss-120b, OpenAI, open weights permissivegpt-oss-20b, OpenAI, open weights permissivegpt-oss-safeguard-120b, OpenAI, open weights permissivegpt-oss-safeguard-20b, OpenAI, open weights permissiveWhisper large-v3, OpenAI, open weights permissiveWhisper large-v3-turbo, OpenAI, open weights permissiveMinerU2.5 (MinerU-2.5), OpenDataLab, open sourcedots.ocr, rednote (Xiaohongshu), open sourceReka Flash 3, Reka, open weights permissiveMoirai 2.0 small, Salesforce, open weights restrictedSarvam 105B, Sarvam AI, open weights permissiveparaphrase-multilingual-MiniLM-L12-v2, Sentence Transformers, open weights permissiveparaphrase-multilingual-mpnet-base-v2, Sentence Transformers, open weights permissiveCSM-1B, Sesame AI Inc., open weights permissiveA.X K2, SK Telecom, open weights permissiveStable Audio 3 Medium, Stability AI, open weights restrictedOpenVLA, Stanford University, UC Berkeley, Toyota Research Institute (TRI), open sourceOpenVLA-OFT, Stanford University, open sourceStep-3.7-Flash, StepFun, open weights permissiveSWE-agent-LM-32B, SWE-bench team (Princeton/Stanford), open weights permissiveApertus 70B Instruct (Apertus-70B-Instruct-2509), Swiss AI (EPFL, ETH Zurich, CSCS), open weights permissiveApertus 8B Instruct (Apertus-8B-Instruct-2509), Swiss AI (EPFL, ETH Zurich, CSCS), open weights permissiveApertus v1.5 70B, Swiss AI (EPFL, ETH Zurich, CSCS), fully openApertus v1.5 8B, Swiss AI (EPFL, ETH Zurich, CSCS), fully openHunyuanImage 3.0, Tencent, open weights restrictedHunyuanVideo 1.5, Tencent, open weights restrictedHy3, Tencent, open weights permissiveHy4-preview, Tencent, open weights permissiveFalcon-H1R-7B, Technology Innovation Institute (TII), open weights restrictedSundial (Timer 3.0) base-128m, Tsinghua University, open weights permissiveYOLOv10, Tsinghua University, open sourceYOLO26n, Ultralytics, open sourceYOLO26x, Ultralytics, open sourceSolar Open 2, Upstage, open weights restrictedD-FINE, University of Science and Technology of China (USTC), Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, open weights permissiveMiMo-V2.5, Xiaomi, open weights permissiveMiMo-V2.6-Flash, Xiaomi, open weights permissiveMiMo-V2.6-Pro, Xiaomi, open weights permissiveMiMo-V2-Flash, Xiaomi, open weights permissiveKomodo-7B, Yellow.ai, open weights restrictedGLM-4.5V, Z.ai (Zhipu), open weights permissiveGLM-4.6V, Z.ai (Zhipu), open weights permissiveGLM-5.2, Z.ai (Zhipu), open weights permissiveGLM-5.3, Z.ai (Zhipu), open weights restrictedGLM-5.3-Flash, Z.ai (Zhipu), open weights permissiveGLM-ASR-Nano (GLM-ASR-Nano-2512), Z.ai (Zhipu), open weights permissiveGLM-OCR, Z.ai (Zhipu), open weights permissiveConvNeXt V2, Meta, open weights restrictedEVA-02, BAAI, Huazhong University of Science and Technology, open weights permissiveAIMv2, Apple, open weights restrictedTIPSv2, Google, open weights permissiveLLM2CLIP, Microsoft AI, open weights permissiveFashionCLIP, , open weights permissiveGrounding DINO, IDEA Research (International Digital Economy Academy), open weights permissiveMM-Grounding-DINO, OpenMMLab, open weights permissiveOWL-ViT B/32, Google, open weights permissiveOWLv2 B/16 ensemble, Google, open weights permissiveOWLv2 L/14, Google, open weights permissiveOmDet-Turbo, Zhejiang University, open weights permissiveLLMDet, Sun Yat-sen University, Alibaba Group, open weights permissiveLocateAnything 3B, NVIDIA, open weights restrictedFalcon Perception, Technology Innovation Institute (TII), open weights permissiveEoMT, Eindhoven University of Technology, open weights permissiveSAM-HQ, ETH Zurich, Hong Kong University of Science and Technology, open weights permissiveSlimSAM, National University of Singapore, open weights permissiveBiRefNet, Nankai University, open weights permissiveRMBG, Bria AI, open weights restrictedBEN (Background Erase Network), , open weights permissiveDepth Anything V2 Small, The University of Hong Kong, ByteDance, open weights permissiveDepth Anything V2 Large, The University of Hong Kong, ByteDance, open weights restrictedDepth Anything 3, , open weights permissiveZoeDepth, Intel, open weights permissiveMarigold Depth, ETH Zurich, open weights permissiveLightGlue, ETH Zurich, open weights restrictedMegaLoc, Polytechnic University of Turin, open weights permissiveViTPose, University of Sydney, JD.com, open weights permissiveSapiens2, Meta, open weights restrictedVideoMAE, Nanjing University, Tencent, open weights restrictedVideoMAE V2, , open weights restrictedX-CLIP, Microsoft AI, open weights permissiveUnlimited OCR, Baidu, open weights permissiveLayoutLMv3, Microsoft AI, open weights restrictedLayoutLM document QA (Impira), , open weights permissiveNougat, Meta, open weights restrictedPix2Struct, Google, open weights permissiveDePlot, Google, open weights permissiveBaichuanMed OCR 7B, Baichuan, open weights restrictedLightOnOCR, LightOn, open weights permissiveFalcon-OCR, Technology Innovation Institute (TII), open weights permissiveNemotron Parse 1.1, NVIDIA, open weights restrictedGranite Vision 3.3 2B, IBM, open weights permissiveVintern-1B v2, , open weights permissiveTITAN, Mahmood Lab, Harvard, open weights restrictedVirchow2, Paige, open weights restrictedHibou, HistAI, open weights permissiveDiffusion Policy, Columbia University, open weights permissiveX-VLA, Tsinghua University, Shanghai AI Lab, open weights permissiveRDT-1B, Tsinghua University, open weights permissiveRoboBrain 2.0, BAAI, open weights permissiveMiniCPM RobotManip and RobotTrack, OpenBMB (Tsinghua NLP Lab and ModelBest), open weights permissiveDobb-E, New York University, Meta, open weights permissiveLLMLingua-2, Microsoft AI, open weights permissiveGLiNER multi v2.1, Urchade Zaratiana et al. (GLiNER authors), open weights permissiveGLiNER medium v2.1, Urchade Zaratiana et al. (GLiNER authors), open weights permissivebge-small-en-v1.5, BAAI, open weights permissivebge-base-en-v1.5, BAAI, open weights permissivebge-large-en-v1.5, BAAI, open weights permissivebge-reranker-base, BAAI, open weights permissivebge-reranker-large, BAAI, open weights permissivegte-large, Alibaba (Qwen), open weights permissivegte-small, Alibaba (Qwen), open weights permissivegte-large-en-v1.5, Alibaba (Qwen), open weights permissivegte-Qwen2-7B-instruct, Alibaba (Qwen), open weights permissivegte-multilingual-reranker-base, Alibaba (Qwen), open weights permissivegte-reranker-modernbert-base, Alibaba (Qwen), open weights permissivemultilingual-e5-small, Microsoft AI, open weights permissivenomic-embed-text-v1, Nomic AI, open weights permissivenomic-embed-text-v1.5, Nomic AI, open weights permissivenomic-embed-vision-v1.5, Nomic AI, open weights permissivejina-embeddings-v2-base-en, Jina AI, open weights permissivejina-reranker-v2-base-multilingual, Jina AI, open weights restrictedmxbai-embed-large-v1, Mixedbread, open weights permissivemxbai-rerank-large-v2, Mixedbread, open weights permissivesnowflake-arctic-embed-m, Snowflake, open weights permissivesnowflake-arctic-embed-l, Snowflake, open weights permissiveSFR-Embedding-Mistral, Salesforce, open weights restrictedNV-Embed-v2, NVIDIA, open weights restrictedLlama Nemotron Embed 1B v2, NVIDIA, open weights restrictedLlama Nemotron Rerank 1B v2, NVIDIA, open weights permissiveharrier-oss-v1-0.6b, Microsoft AI, open weights permissiveR3-rerank-0.6b, Tencent, open weights permissiveFlan-T5 base, Google, open weights permissiveFlan-T5 large, Google, open weights permissiveFlan-T5 XXL, Google, open weights permissiveGPT-NeoX-20B, EleutherAI, open weights permissiveBLOOM 176B, BigScience Workshop, open weights restrictedBLOOM 560M, BigScience Workshop, open weights restrictedBLOOM 7B1, BigScience Workshop, open weights restrictedBLOOMZ, BigScience Workshop, open weights restrictedBLOOMZ 7B1, BigScience Workshop, open weights restrictedFalcon-7B, Technology Innovation Institute (TII), open weights permissiveFalcon-7B-Instruct, Technology Innovation Institute (TII), open weights permissiveFalcon-40B, Technology Innovation Institute (TII), open weights permissiveFalcon3-7B-Instruct, Technology Innovation Institute (TII), open weights restrictedMixtral 8x7B v0.1, Mistral AI, open weights permissiveMixtral 8x7B Instruct v0.1, Mistral AI, open weights permissiveMistral NeMo Instruct 2407, Mistral AI, NVIDIA, open weights permissiveMinistral 3 14B Instruct (25.12), Mistral AI, open weights permissiveMistral-NeMo-Minitron 8B base, NVIDIA, open weights restrictedZephyr 7B beta, Hugging Face, open weights permissiveOLMo 7B (first release), Allen AI, open weights permissiveLlama 3.1 Tulu 3 8B, Allen AI, open weights restrictedLlama 3.1 Tulu 3 70B, Allen AI, open weights restrictedNeural-Chat 7B v3.3, Intel, open weights permissivePhi-2, Microsoft AI, open weights permissivePhi-3.5-vision-instruct, Microsoft AI, open weights permissiveAloe Beta 8B, Barcelona Supercomputing Center (HPAI), open weights restrictedSnowflake Arctic Instruct, Snowflake, open weights permissiveCodeGemma 2B, Google, open weights restrictedCodeGemma 7B, Google, open weights restrictedCodeGemma 7B IT, Google, open weights restrictedGranite 8B Code Instruct 128K, IBM, open weights permissiveGranite 20B Code Instruct 8K, IBM, open weights permissiveGranite 34B Code Instruct 8K, IBM, open weights permissiveDiffuCoder 7B Instruct, Apple, open weights restrictedGranite 3.0 8B Instruct, IBM, open weights permissiveGranite 3.1 8B Instruct, IBM, open weights permissiveGranite 3.2 8B Instruct, IBM, open weights permissiveGranite 3.3 8B Instruct, IBM, open weights permissiveGranite Embedding 278M multilingual, IBM, open weights permissiveGranite Embedding small English R2, IBM, open weights permissiveGranite Embedding Reranker English R2, IBM, open weights permissiveRecurrentGemma 2B, Google, open weights restrictedRecurrentGemma 9B, Google, open weights restrictedPaliGemma 3B pt 224, Google, open weights restrictedPaliGemma 3B mix 448, Google, open weights restrictedPaliGemma 2 3B pt 224, Google, open weights restrictedPaliGemma 2 10B pt 448, Google, open weights restrictedPaliGemma 2 28B pt 896, Google, open weights restrictedDataGemma RIG 27B IT, Google, open weights restrictedDataGemma RAG 27B IT, Google, open weights restrictedVaultGemma 1B, Google, open weights restrictedT5Gemma 2B-2B UL2, Google, open weights restrictedT5Gemma 9B-9B UL2, Google, open weights restrictedT5Gemma 2 270M-270M, Google, open weights restrictedT5Gemma 2 4B-4B, Google, open weights restrictedGemma 2 2B JPN IT, Google, open weights restrictedTranslateGemma 4B, Google, open weights restrictedTranslateGemma 12B, Google, open weights restrictedTranslateGemma 27B, Google, open weights restrictedDiffusionGemma 26B A4B, Google, open weights permissiveMADLAD-400 3B MT, Google, open weights permissiveMADLAD-400 10B MT, Google, open weights permissiveIndicTrans2 (en-indic 1B), AI4Bharat (IIT Madras), open weights permissiveHy-MT2 1.8B, Tencent, open weights permissiveSeed-X PPO 7B, ByteDance, open weights permissiveTowerInstruct 7B v0.2, Unbabel, open weights restrictedSeamlessM4T v2 large, Meta, open weights restrictedOpenCLIP ViT-B-32 LAION-2B, LAION, open weights permissiveOpenCLIP ViT-H-14 LAION-2B, LAION, open weights permissiveCLAP (HTSAT fused), LAION, open weights permissiveSigLIP 2 base patch16 224, Google, open weights permissiveSigLIP 2 So400m patch14 384, Google, open weights permissiveSigLIP 2 giant patch16 384, Google, open weights permissiveMetaCLIP 2 (worldwide, ViT-H), Meta, open weights restrictedX-CLIP base patch32, Microsoft AI, open weights permissiveFlorence-2 base, Microsoft AI, open weights permissiveFlorence-2 large, Microsoft AI, open weights permissiveKosmos-2, Microsoft AI, open weights permissiveLLaVA-1.5 7B, University of Wisconsin-Madison, Microsoft AI, open weights restrictedLLaVA-NeXT (1.6) Mistral 7B, University of Wisconsin-Madison, Microsoft AI, open weights permissiveLLaVA-NeXT-Video 7B, University of Wisconsin-Madison, Microsoft AI, open weights restrictedLLaVA-OneVision Qwen2 7B, ByteDance, open weights permissiveLLaVA-Med v1.5 (Mistral 7B), Microsoft AI, open weights permissiveBLIP image captioning large, Salesforce, open weights permissiveBLIP VQA base, Salesforce, open weights permissiveBLIP-2 OPT 2.7B, Salesforce, open weights permissiveBLIP-2 Flan-T5 XL, Salesforce, open weights permissivexGen-MM (BLIP-3) phi3 mini instruct, Salesforce, open weights permissiveIdefics2 8B, Hugging Face, open weights permissiveIdefics3 8B Llama3, Hugging Face, open weights permissiveSmolVLM Instruct, Hugging Face, open weights permissiveSmolVLM2 2.2B Instruct, Hugging Face, open weights permissiveSmolVLM2 500M Video Instruct, Hugging Face, open weights permissiveSmolVLM2 256M Video Instruct, Hugging Face, open weights permissivemPLUG-Owl3 7B, Alibaba DAMO, open weights permissiveVideoLLaMA3 7B, Alibaba DAMO, open weights permissiveVideoLLaMA2.1 7B 16F, Alibaba DAMO, open weights permissiveLongVU, Meta, King Abdullah University of Science and Technology, open weights permissiveFuyu-8B, Adept AI, open weights restrictedYi-1.5 9B Chat, 01.AI, open weights permissiveYi-1.5 34B Chat, 01.AI, open weights permissiveCogVLM chat, Z.ai (Zhipu), Tsinghua University, open weights permissiveCogAgent chat, Z.ai (Zhipu), Tsinghua University, open weights permissiveInternLM3 8B instruct, Shanghai AI Lab, open weights permissiveInternVL2 8B, Shanghai AI Lab, open weights permissiveInternVL3.5 2B, Shanghai AI Lab, open weights permissiveInternVL3.5 8B, Shanghai AI Lab, open weights permissiveInternVL3.5 241B A28B, Shanghai AI Lab, open weights permissiveInternVideo2.5 Chat 8B, Shanghai AI Lab, open weights permissiveMiniCPM-V 4.5, OpenBMB (Tsinghua NLP Lab and ModelBest), open weights permissiveMiniCPM-o 2.6, OpenBMB (Tsinghua NLP Lab and ModelBest), open weights permissiveMiniCPM-o 4.5, OpenBMB (Tsinghua NLP Lab and ModelBest), open weights permissiveMiniCPM5 1B, OpenBMB (Tsinghua NLP Lab and ModelBest), open weights permissiveJanus 1.3B, DeepSeek, open weights permissiveJanusFlow 1.3B, DeepSeek, open weights permissiveKimi-VL-A3B-Instruct, Moonshot AI, open weights permissiveKimi-VL-A3B-Thinking, Moonshot AI, open weights permissiveStep3-VL-10B, StepFun, open weights permissiveStep-Audio-Chat, StepFun, open weights permissiveStep-Audio-R1.1, StepFun, open weights permissiveMoshi (Moshiko), Kyutai, open weights permissiveUltravox v0.5 Llama 3.2 1B, Fixie.ai, open weights permissiveUltravox v0.5 Llama 3.1 8B, Fixie.ai, open weights permissiveShuka v1, Sarvam AI, open weights restrictedKeye-VL 8B Preview, Kuaishou, open weights permissiveKeye-VL 1.5 8B, Kuaishou, open weights permissiveFara-7B, Microsoft AI, open weights permissivePrism, Paige, open weights restrictedMagma-8B, Microsoft AI, open weights permissiveTxAgent T1 Llama 3.1 8B, Harvard University, open weights restrictedLaguna S 2.1, poolside, open weights permissiveNVIDIA Nemotron Nano 9B v2, NVIDIA, open weights restrictedNVIDIA Nemotron Nano 12B v2 VL, NVIDIA, open weights restrictedLlama-3.1-Nemotron-Nano-8B-v1, NVIDIA, open weights restrictedOpenELM 270M Instruct, Apple, open weights restrictedOpenELM 1.1B Instruct, Apple, open weights restrictedOpenELM 3B Instruct, Apple, open weights restrictedFastVLM 0.5B, Apple, open weights restrictedFastVLM 7B, Apple, open weights restrictedDCLM-7B, Apple, open weights restrictedOpenThinker-7B, Open Thoughts, open weights permissiveJamba Reasoning 3B, AI21 Labs, open weights permissiveQwen3-235B-A22B, Alibaba (Qwen), open weights permissiveQwen3-32B, Alibaba (Qwen), open weights permissiveQwen3-30B-A3B, Alibaba (Qwen), open weights permissiveQwen3-Next-80B-A3B-Instruct, Alibaba (Qwen), open weights permissiveQwen3-VL-235B-A22B-Instruct, Alibaba (Qwen), open weights permissiveQwen3-Omni-30B-A3B-Instruct, Alibaba (Qwen), open weights permissiveQwen2.5-Omni-7B, Alibaba (Qwen), open weights permissiveQwen2-Audio-7B-Instruct, Alibaba (Qwen), open weights permissiveQwen-AgentWorld-35B-A3B, Alibaba (Qwen), open weights permissiveQwen3-VL-Reranker-2B, Alibaba (Qwen), open weights permissiveQwen3-VL-Reranker-8B, Alibaba (Qwen), open weights permissiveAya 101, Cohere Labs, open weights permissiveAya Vision 8B, Cohere Labs, open weights restrictedAya Vision 32B, Cohere Labs, open weights restrictedBielik 11B v3.0 Instruct, SpeakLeash, open weights permissiveSwallow 7B Instruct, Institute of Science Tokyo, open weights restrictedCALM3 22B Chat, CyberAgent, open weights permissiveLlama-3-ELYZA-JP-8B, ELYZA, open weights restrictedKARAKURI LM 8x7B Instruct v0.1, KARAKURI, open weights permissiveStockmark-13b, Stockmark, open weights permissiveALLaM-7B-Instruct-preview, Saudi Data and AI Authority (SDAIA), open weights permissiveHHEM-2.1-Open, Vectara, open weights permissiveRoblox Voice Safety Classifier, Roblox, open weights permissivewhisper-base, OpenAI, open weights permissivewhisper-medium, OpenAI, open weights permissivewhisper-large-v2, OpenAI, open weights permissivedistil-small.en, Hugging Face, open weights permissivedistil-large-v3, Hugging Face, open weights permissivedistil-large-v3.5, Hugging Face, open weights permissiveKotoba-Whisper v2.0, Kotoba Technologies, open weights permissiveparakeet-ctc-1.1b, NVIDIA, open weights permissiveparakeet-rnnt-1.1b, NVIDIA, open weights permissiveparakeet-tdt_ctc-110m, NVIDIA, open weights permissiveparakeet-unified-en-0.6b, NVIDIA, open weights permissivemultitalker-parakeet-streaming-0.6b-v1, NVIDIA, open weights permissivecanary-1b-v2, NVIDIA, open weights permissivecanary-180m-flash, NVIDIA, open weights permissiveNemotron Speech Streaming EN 0.6B, NVIDIA, open weights permissiveNemotron 3.5 ASR Streaming 0.6B, NVIDIA, open weights permissivestt_en_fastconformer_transducer_large, NVIDIA, open weights permissiveVoxtral Mini 3B 2507, Mistral AI, open weights permissiveVoxtral Mini 4B Realtime 2602, Mistral AI, open weights permissiveVibeVoice-ASR, Microsoft AI, open weights permissiveOWSM-CTC v4 1B, Carnegie Mellon University, fully openSmart Turn v3, Pipecat (Daily), open sourceDiariZen (WavLM Large s80 md v2), Brno University of Technology (BUT Speech@FIT), open weights restrictedwav2vec2-large-robust-12-ft-emotion-msp-dim, audEERING, open weights restrictedMagpie TTS Multilingual 357M, NVIDIA, open weights permissiveOrpheus TTS, Canopy Labs, open weights permissiveZonos v0.1, Zyphra, open weights permissiveMaya1, Maya Research, open weights permissiveNeuTTS Air, Neuphonic, open weights permissiveMOSS-TTS v1.5, OpenMOSS, open weights permissiveKyutai TTS 1.6B (en, fr), Kyutai, open weights permissiveMAEST, Universitat Pompeu Fabra (Music Technology Group), open weights restrictedAudiobox Aesthetics, Meta, open weights permissiveMuQ, Tencent, open weights restrictedMimi, Kyutai, open weights permissiveHeartMuLa-oss-3B, HeartMuLa, open weights permissiveKronos-mini, , open weights permissiveKronos-small, , open weights permissiveKronos-base, , open weights permissiveMETAGENE-1, University of Southern California, Prime Intellect, open weights permissiveBioEmu, Microsoft AI, open weights permissiveMatterGen, Microsoft AI, open weights permissiveFLUX.1 [schnell], Black Forest Labs, open weights permissiveSD-Turbo, Stability AI, open weights restrictedBria FIBO, Bria AI, open weights restrictedControlNet Union SDXL 1.0, , open weights permissiveLCM Dreamshaper v7, Tsinghua University, open weights permissivePlayground v2.5, Playground AI, open weights restrictedSANA 1.6B, NVIDIA, open weights permissiveSANA 0.6B, NVIDIA, open weights permissiveSANA-Sprint 1.6B, NVIDIA, open weights permissiveKandinsky 2.2, Sber, open weights permissiveHunyuan-DiT, Tencent, open weights restrictedChroma1-HD, , open weights permissiveOvis-Image 7B, Alibaba (Qwen), open weights permissiveDeciDiffusion 1.0, Deci, open weights restrictedOpenjourney, , open weights restrictedInstructPix2Pix, UC Berkeley, open weights permissiveChronoEdit-14B, NVIDIA, open weights permissiveJoyAI-Image-Edit, JD.com, open weights permissiveSVD img2vid, Stability AI, open weights restrictedSVD img2vid-XT, Stability AI, open weights restrictedSVD img2vid-XT 1.1, Stability AI, open weights restrictedWan 2.1 T2V 1.3B, Alibaba (Qwen), open weights permissiveWan2.1-VACE (1.3B, 14B), Alibaba (Qwen), open weights permissiveWan2.2-S2V-14B, Alibaba (Qwen), open weights permissiveModelScope Text-to-Video (ModelScopeT2V), Alibaba (Qwen), open weights restrictedI2VGen-XL, Alibaba (Qwen), open weights permissiveRuyi-Mini-7B, , open weights permissiveMochi 1, Genmo, open weights permissiveStep-Video-T2V, StepFun, open weights permissiveLucy Edit Dev, Decart, open weights restrictedSkyReels-V2, Skywork AI, open weights restrictedVGGT, Meta, open weights restrictedMapAnything, Meta, open weights restrictedPi3 and Pi3X, Shanghai AI Lab, open weights restrictedHunyuanWorld-Mirror, Tencent, open weights restrictedLLaMA-Mesh, Tsinghua University, NVIDIA, open weights restrictedLDM3D, Intel, open weights restrictedBLOOM 176BFalcon-180BHSTU (Generative Recommenders)Ling-1TKimi K3Announcement dateParameters (log scale)

Industries, Use Cases and Model Classes

8 industries, 201 use cases, 27 model classes. A line joins a use case to each model class it uses. Use cases with no class recorded have no line to the right.

Industries, their 201 use cases, and the kinds of model each use case usesIndustryUse caseModel classAmbient Clinical ScribingAmbient Clinical ScribingBrain CT Stroke DetectionBrain CT Stroke DetectionChest X-Ray and TB ScreeningChest X-Ray and TB ScreeningChinese Medical LLMsChinese Medical LLMsClinical Decision Support: Diagnostic Suggestion and Laboratory Result ReviewClinical Decision Support: Diagnostic Suggestion and Laboratory Result ReviewClinical LLM (Frontier Proprietary)Clinical LLM (Frontier Proprietary)Clinical LLM (Open Weights)Clinical LLM (Open Weights)Clinical NLP and Trial MatchingClinical NLP and Trial MatchingClinician Inbox and Patient Message DraftingClinician Inbox and Patient Message DraftingDermatologyDermatologyDisease Outbreak Early WarningDisease Outbreak Early WarningEHR PredictionEHR PredictionEldercare and Memory Care SupportEldercare and Memory Care SupportEye ScreeningEye ScreeningGenomicsGenomicsHealth Insurance AnalyticsHealth Insurance AnalyticsHealth Insurance Claim Document Verification and ProcessingHealth Insurance Claim Document Verification and ProcessingHealthcare Revenue Cycle, Prior Authorisation and Denial AppealsHealthcare Revenue Cycle, Prior Authorisation and Denial AppealsHospital and Pharma Supply Chain Inventory OptimisationHospital and Pharma Supply Chain Inventory OptimisationHospital Service and Logistics RobotsHospital Service and Logistics RobotsLow-Code Domain Model Building for Clinical TeamsLow-Code Domain Model Building for Clinical TeamsLung CT Nodule DetectionLung CT Nodule DetectionMammography Cancer DetectionMammography Cancer DetectionMaternal Risk Screening for PreeclampsiaMaternal Risk Screening for PreeclampsiaMedical Image SegmentationMedical Image SegmentationMolecule Generation PlatformsMolecule Generation PlatformsNurse Shift Handoff Report GenerationNurse Shift Handoff Report GenerationPathology Whole-Slide ImagingPathology Whole-Slide ImagingPatient Engagement ChatbotsPatient Engagement ChatbotsPharma Documents, Regulatory and Life-Science R&DPharma Documents, Regulatory and Life-Science R&DPharma Manufacturing and GMPPharma Manufacturing and GMPPharma Marketing and Promotional Content ReviewPharma Marketing and Promotional Content ReviewPharmacovigilancePharmacovigilancePharmacy Ordering and Automated DispensingPharmacy Ordering and Automated DispensingProtein Language Models and DesignProtein Language Models and DesignProtein Structure and ComplexesProtein Structure and ComplexesRadiology and Anatomical Pathology for CancerRadiology and Anatomical Pathology for CancerRadiology Report GenerationRadiology Report GenerationSurgical RoboticsSurgical RoboticsSymptom Triage and Care Navigation AssistantSymptom Triage and Care Navigation AssistantAnti-Corruption and Public Spending Anomaly DetectionAnti-Corruption and Public Spending Anomaly DetectionAutonomous Patrol and Threat DetectionAutonomous Patrol and Threat DetectionBiometric Identity Verification Against the Population RegistryBiometric Identity Verification Against the Population RegistryCitizen Report HandlingCitizen Report HandlingCitizen Service AssistantsCitizen Service AssistantsCorrespondence and Case TriageCorrespondence and Case TriageCourt Case Assignment and AdministrationCourt Case Assignment and AdministrationCustoms Risk Management and Trade Fraud DetectionCustoms Risk Management and Trade Fraud DetectionDisinformation, Deepfake and Illegal Content DetectionDisinformation, Deepfake and Illegal Content DetectionDocument and Archive ProcessingDocument and Archive ProcessingE-Government Super-AppE-Government Super-AppEmbeddings and Retrieval for SEA LanguagesEmbeddings and Retrieval for SEA LanguagesGovernment Big Data AnalyticsGovernment Big Data AnalyticsIndonesian and Regional-Language LLMsIndonesian and Regional-Language LLMsIndonesian NLU (Classification, NER)Indonesian NLU (Classification, NER)Intelligence Analysis with Multimodal Data FusionIntelligence Analysis with Multimodal Data FusionPermit and Licence Application ProcessingPermit and Licence Application ProcessingPolice Identification and Video AnalyticsPolice Identification and Video AnalyticsPolicy Drafting and Global Policy TrackingPolicy Drafting and Global Policy TrackingProcurement, Quotation Comparison and Contract DraftingProcurement, Quotation Comparison and Contract DraftingPublic Officer AssistantsPublic Officer AssistantsRegulatory Examination and Inspection SupportRegulatory Examination and Inspection SupportSatellite Monitoring (Land Cover, Floods, Forests)Satellite Monitoring (Land Cover, Floods, Forests)Smart City Operations and Urban InfrastructureSmart City Operations and Urban InfrastructureSocial Benefits Eligibility ScreeningSocial Benefits Eligibility ScreeningSpeech Transcription and Meeting Minutes for GovernmentSpeech Transcription and Meeting Minutes for GovernmentStatistical Classification for CensusesStatistical Classification for CensusesTax Administration AITax Administration AITourism Travel PlannerTourism Travel PlannerTranslation Including IndonesianTranslation Including IndonesianUrban Planning Scenario SimulationUrban Planning Scenario SimulationAnomaly Detection on Sensor, SCADA and Historian DataAnomaly Detection on Sensor, SCADA and Historian DataAsset Performance ManagementAsset Performance ManagementAutonomous Chemical Line Handoff and Material MovementAutonomous Chemical Line Handoff and Material MovementAutonomous Mining EquipmentAutonomous Mining EquipmentCommercial Bidding, Quoting and Order IntakeCommercial Bidding, Quoting and Order IntakeCommodity Price Forecasting and Hedging for ProcurementCommodity Price Forecasting and Hedging for ProcurementCondition MonitoringCondition MonitoringDigital TwinsDigital TwinsDrone Survey Footage Summarisation and QueryDrone Survey Footage Summarisation and QueryEnergy OptimisationEnergy OptimisationGenerative Site and Plant Layout DesignGenerative Site and Plant Layout DesignHSE Reporting and Safety Training Content GenerationHSE Reporting and Safety Training Content GenerationHumanoid Parts Handling in Automotive ManufacturingHumanoid Parts Handling in Automotive ManufacturingIndustrial Copilots and Maintenance AssistantsIndustrial Copilots and Maintenance AssistantsIndustrial Forecasting (Load, Throughput, Demand)Industrial Forecasting (Load, Throughput, Demand)Industrial Supply Chain and Inventory OptimisationIndustrial Supply Chain and Inventory OptimisationMaterials and Chemical Formulation DesignMaterials and Chemical Formulation DesignNatural-Language Analytics and AI Briefings Over Operational DataNatural-Language Analytics and AI Briefings Over Operational DataOCR of Gauges and P&IDsOCR of Gauges and P&IDsOperational Document Processing and Data EntryOperational Document Processing and Data EntryPredictive Maintenance (Failure Prediction, RUL)Predictive Maintenance (Failure Prediction, RUL)Process Optimisation and Advanced Process ControlProcess Optimisation and Advanced Process ControlRobot Inspection with Instrument ReadingRobot Inspection with Instrument ReadingRobotic Precision Assembly for High-Value ManufacturingRobotic Precision Assembly for High-Value ManufacturingRobotic Waste and Recycling SortingRobotic Waste and Recycling SortingRoot Cause AnalysisRoot Cause AnalysisSafety (PPE, Hazards, Fatigue)Safety (PPE, Hazards, Fatigue)Simulation-Based Operator Training and Remote OperationsSimulation-Based Operator Training and Remote OperationsVibration and Acoustic AnalysisVibration and Acoustic AnalysisVisual Quality Inspection and Defect DetectionVisual Quality Inspection and Defect DetectionAlternative Credit ScoringAlternative Credit ScoringAML Transaction Monitoring and Suspicious Account DetectionAML Transaction Monitoring and Suspicious Account DetectionATM Cash Forecasting and ReplenishmentATM Cash Forecasting and ReplenishmentBanking Customer Service AssistantsBanking Customer Service AssistantsCoding Assistants for In-House Bank DevelopersCoding Assistants for In-House Bank DevelopersContact Centre Agent Assist and Call SummarisationContact Centre Agent Assist and Call SummarisationCredit Document and Bank Statement AnalysisCredit Document and Bank Statement AnalysisCredit Early Warning and Portfolio MonitoringCredit Early Warning and Portfolio MonitoringCyber Threat Detection and Security OperationsCyber Threat Detection and Security OperationsDeepfake and Liveness Detection in Digital OnboardingDeepfake and Liveness Detection in Digital OnboardingeKYC Document ExtractioneKYC Document ExtractionFinance Domain LLMs and Employee AssistantsFinance Domain LLMs and Employee AssistantsFinancial Document QAFinancial Document QAFraud DetectionFraud DetectionHumanoid Service Robots in Bank BranchesHumanoid Service Robots in Bank BranchesInsurance Claims AutomationInsurance Claims AutomationInsurance Underwriting and Risk PricingInsurance Underwriting and Risk PricingInternal Knowledge Search and Report Q&AInternal Knowledge Search and Report Q&ALegacy Core System Code ModernisationLegacy Core System Code ModernisationOutbound AI Voice Calls to CustomersOutbound AI Voice Calls to CustomersPersonalised Financial Advice and Wealth Management AssistantsPersonalised Financial Advice and Wealth Management AssistantsPredictive Maintenance for ATMs and IT InfrastructurePredictive Maintenance for ATMs and IT InfrastructureRegulatory Compliance and Risk Reporting in Financial ServicesRegulatory Compliance and Risk Reporting in Financial ServicesRetail Banking Product RecommendationRetail Banking Product RecommendationSupervisory Technology for Financial RegulatorsSupervisory Technology for Financial RegulatorsSynthetic Data Generation for Model DevelopmentSynthetic Data Generation for Model DevelopmentTrading and Market Simulation AgentsTrading and Market Simulation AgentsTransaction Data EnrichmentTransaction Data EnrichmentTreasury and Intraday Liquidity ForecastingTreasury and Intraday Liquidity ForecastingAgentic Commerce Through Third-Party AI AssistantsAgentic Commerce Through Third-Party AI AssistantsAI Agents for OperationsAI Agents for OperationsAI Hosts and Virtual Influencers for Live CommerceAI Hosts and Virtual Influencers for Live CommerceAutonomous Mobile Robots for Warehouse Material MovementAutonomous Mobile Robots for Warehouse Material MovementConsumer and Market Intelligence ResearchConsumer and Market Intelligence ResearchConversational Shopping AssistantConversational Shopping AssistantCustomer Identity Verification (eKYC) for MarketplacesCustomer Identity Verification (eKYC) for MarketplacesDemand ForecastingDemand ForecastingDriver and Fleet Safety MonitoringDriver and Fleet Safety MonitoringDynamic Pricing and Markdown OptimisationDynamic Pricing and Markdown OptimisationE-Commerce and Super-App Customer Service AutomationE-Commerce and Super-App Customer Service AutomationGenerative Product Design and Consumer ResearchGenerative Product Design and Consumer ResearchHumanoid Robots in LogisticsHumanoid Robots in LogisticsMarketing and Social Content GenerationMarketing and Social Content GenerationMarketplace Trust and Safety: Fraud and Counterfeit DetectionMarketplace Trust and Safety: Fraud and Counterfeit DetectionMerchant Review SummarisationMerchant Review SummarisationPort Marine Services and Berth AllocationPort Marine Services and Berth AllocationProduct Catalogue Content Generation and Data QualityProduct Catalogue Content Generation and Data QualityPromotion Planning and Trade Promotion OptimisationPromotion Planning and Trade Promotion OptimisationRetail Grocery Manipulation RobotsRetail Grocery Manipulation RobotsReturns Processing with Photo Damage DetectionReturns Processing with Photo Damage DetectionRoute OptimisationRoute OptimisationSeller and Merchant CopilotsSeller and Merchant CopilotsShelf and Store Operations Monitoring with Computer VisionShelf and Store Operations Monitoring with Computer VisionSuper-App Recommendation and PersonalisationSuper-App Recommendation and PersonalisationSuper-App Voice AssistantSuper-App Voice AssistantVirtual Try-on and Visual Product SearchVirtual Try-on and Visual Product SearchWarehouse Packing and Packaging OptimisationWarehouse Packing and Packaging OptimisationAgricultural Plot Risk Scoring for Lenders and InsurersAgricultural Plot Risk Scoring for Lenders and InsurersAquaculture Feeding and Pond MonitoringAquaculture Feeding and Pond MonitoringAutonomous Field Machinery and Harvest MechanisationAutonomous Field Machinery and Harvest MechanisationCrop Disease Diagnosis from Farmer PhotosCrop Disease Diagnosis from Farmer PhotosDeforestation Baselines and Supply-Chain Monitoring (EUDR)Deforestation Baselines and Supply-Chain Monitoring (EUDR)EUDR Due Diligence and TraceabilityEUDR Due Diligence and TraceabilityFresh Fruit Bunch Ripeness GradingFresh Fruit Bunch Ripeness GradingGanoderma (Basal Stem Rot) DetectionGanoderma (Basal Stem Rot) DetectionHarvest Planning and Field OperationsHarvest Planning and Field OperationsLand Use and Crop MappingLand Use and Crop MappingOil Palm Yield PredictionOil Palm Yield PredictionPlantation Fire and Hotspot Early DetectionPlantation Fire and Hotspot Early DetectionPlantation Monitoring and Decision SupportPlantation Monitoring and Decision SupportPrecision Fertiliser ApplicationPrecision Fertiliser ApplicationTree Counting from Drone or SatelliteTree Counting from Drone or SatelliteWeather ForecastingWeather ForecastingAgentic Field Operations CoordinationAgentic Field Operations CoordinationDrilling Planning and OptimisationDrilling Planning and OptimisationEnvironmental and ESG Compliance Monitoring and ReportingEnvironmental and ESG Compliance Monitoring and ReportingField Workforce Scheduling and Work-Order DispatchField Workforce Scheduling and Work-Order DispatchGeospatial Infrastructure Planning and Climate ResilienceGeospatial Infrastructure Planning and Climate ResilienceGrid Operations and Smart-Grid MonitoringGrid Operations and Smart-Grid MonitoringLand and Asset Encroachment Early WarningLand and Asset Encroachment Early WarningOil and Gas Platform InspectionOil and Gas Platform InspectionPower Line and Utility Network InspectionPower Line and Utility Network InspectionRenewable Output, Carbon Intensity and Energy Market ForecastingRenewable Output, Carbon Intensity and Energy Market ForecastingReservoir Management and Production OptimisationReservoir Management and Production OptimisationSatellite-Supported Mineral ExplorationSatellite-Supported Mineral ExplorationSeismic and Subsurface Interpretation for Oil and GasSeismic and Subsurface Interpretation for Oil and GasSubsidised Fuel Eligibility VerificationSubsidised Fuel Eligibility VerificationUtility Customer ServiceUtility Customer ServiceAI-Enhanced Voice CallsAI-Enhanced Voice CallsConsumer AI Assistant BundlingConsumer AI Assistant BundlingEmployee Generative AI Assistants in TelcosEmployee Generative AI Assistants in TelcosInternal Legal Document IntelligenceInternal Legal Document IntelligenceNetwork Operations (RAN, NOC)Network Operations (RAN, NOC)Scam and Spam Call and SMS Protection for SubscribersScam and Spam Call and SMS Protection for SubscribersSovereign AI Compute and AI Platforms Offered by TelcosSovereign AI Compute and AI Platforms Offered by TelcosSubscriber Personalisation, Next Best Offer and Churn ReductionSubscriber Personalisation, Next Best Offer and Churn ReductionTelecom Customer Virtual AssistantTelecom Customer Virtual AssistantTelecom Domain LLMs and BenchmarksTelecom Domain LLMs and BenchmarksTelecom Network Security and Attack ProtectionTelecom Network Security and Attack ProtectionTelecom Service Order and Lifecycle AutomationTelecom Service Order and Lifecycle AutomationHealthcare40 use caseshealthcare and pharmaPublic Sector31 use casespublic sectorIndustrial30 use casesindustrial and asset-intensiveFinance29 use casesfinance and insuranceRetail and Logistics28 use casesretail and logisticsAgriculture16 use casesagriculture and plantationsEnergy and Mining15 use casesenergy and miningTelecom12 use casestelecomLLM (496 models)multimodal LLM (224 models)image generation (215 models)3D (42 models)world model (49 models)speech synthesis (100 models)code (66 models)video generation (134 models)reasoning (65 models)avatar (21 models)translation (27 models)vision (710 models)time series (100 models)tabular (53 models)robot policy (53 models)OCR and document (78 models)geospatial (37 models)embedding (138 models)scientific (48 models)speech recognition (91 models)recommendation (28 models)weather (34 models)graph (17 models)language encoder (53 models)driving (21 models)materials (14 models)audio classification (20 models)