AI 与机器学习模型

分类导读

该分类汇总可用于文本、图像、语音、代码和多模态任务的模型与服务。选择模型时应从实际数据和任务指标出发，而不是只比较公开榜单或单次演示效果。

选择维度

• 支持的输入输出模态、上下文范围、语言和任务能力
• 云端接口、本地部署、模型权重、硬件需求与扩展方式
• 准确率、延迟、稳定性、偏差、安全和领域数据评测
• 调用价格、吞吐限制、许可条款、版本更新与迁移成本

使用提醒

在真实业务数据上建立可重复评测，并记录模型版本、参数和失败样本；涉及敏感数据或高影响决策时，应增加权限控制、人工复核和回退方案。

• Anthropic Freemium ★4.93
  AI safety company building Claude and pioneering Constitutional AI — $61B valuation.
• Claude Freemium ★4.93
  Anthropic flagship chat with strong reasoning, long context, and projects.
• fal.ai Freemium ★4.93
  Fastest generative AI platform for developers — 1,000+ image, video, audio, and 3D models with optimized real-time inference. Default home for FLUX, SAM, MuseTalk.
• FLUX by Black Forest Labs Freemium ★4.93
  Frontier image generation and editing models from Black Forest Labs, the FLUX family.
• Isomorphic Labs Paid ★4.93
  Alphabet's AI drug discovery company — DeepMind spin-out from AlphaFold. Computational drug design at the frontier of structural biology AI.
• Qwen Freemium ★4.93
  Alibaba flagship reasoning model and chat with strong multilingual and code skills.
• Sesame Free ★4.93
  Voice-first AI companion — natural conversational voice and lightweight all-day eyewear.
• Tempus AI Freemium ★4.93
  Tempus AI is the publicly-traded precision medicine platform combining genomic sequencing with AI-driven clinical insights. NASDAQ: TEM, $8B+ market cap.
• Thinking Machines Lab Freemium ★4.93
  Frontier AI lab founded by ex-OpenAI CTO Mira Murati. $2B seed at $12B valuation, in talks for $50-60B. Building useful and safe AI.
• AI21 Labs Paid ★4.92
  AI21 Labs reimagines reading and writing with AI, transforming machines into thought partners
• Altair Freemium ★4.92
  AI, simulation, and HPC platform from Altair (now part of Siemens). RapidMiner data science plus structural, fluid, and electromagnetic simulation in one s
• Anduril Industries Paid ★4.92
  Anduril builds AI-powered autonomous defense systems including Lattice OS, Ghost drone, Sentry tower, and Roadrunner. Founded by Palmer Luckey; $30B+ valua
• Fireworks AI Paid ★4.92
  High-speed, cost-efficient generative AI for product innovation with advanced fine-tuning capabilities.
• Kimi Freemium ★4.92
  Moonshot AI assistant with long-context reasoning and strong agentic coding.
• LangChain Paid ★4.92
  A platform for building context-aware LLM applications.
• Stability AI Free ★4.92
  Open-source AI models for Image, Language, Audio, Video, 3D, Biology, and more
• Surge AI Freemium ★4.92
  Premium AI data labeling for frontier labs. Used by Anthropic, OpenAI, and major foundation labs for high-quality RLHF training data.
• World Labs Freemium ★4.92
  Fei-Fei Li's spatial-intelligence company. Marble — World Labs' first commercial product — generates persistent, editable 3D worlds from text, photos, video.
• Imbue Paid ★4.91
  AI systems developer focused on creating practical AI agents that can reason and work safely in the real world.
• Decart Freemium ★4.9
  Decart is a real-time generative AI lab that builds interactive video and world models like Lucy and MirageLSD on top of its DOS inference stack.
• TensorFlow Paid ★4.88
  Open-source platform for machine learning solutions.
• Hugging Face Freemium ★4.87
  The open-source ML hub — 2M+ models, 500k+ datasets, Spaces, Inference Endpoints, and the Transformers library.
• Z.ai Freemium ★4.87
  Z.ai is an AI model lab offering the GLM frontier model family via a free chatbot, coding plans, and an API.
• Core ML Paid ★4.86
  Apple's machine learning framework for integrating models into apps.
• Google AI Studio Freemium ★4.86
  Google's free web studio for prototyping with Gemini models, generating media, and building apps.
• Prime Intellect Freemium ★4.85
  Prime Intellect is a decentralized AI training platform with a GPU marketplace and open RL environments hub.
• Aidoc Paid ★4.84
  AI radiology platform with most FDA clearances in the category. Detects strokes, PEs, brain bleeds, fractures, and more in real time. 1500+ hospitals.
• AIVA Freemium ★4.84
  AI music generation assistant that composes original soundtracks in 256+ styles — from symphonic to electronic, with MIDI export and full copyright on Pro tier.
• Arcee AI Freemium ★4.84
  Arcee AI is a small language model platform that trains and deploys open-weight models for enterprises.
• Emissary Paid ★4.84
  Enterprise platform for training, distilling, and evaluating custom AI models that replace frontier calls.
• Liquid AI Paid ★4.84
  Building efficient, trustworthy AI systems from first principles.
• OpenRouter Freemium ★4.84
  Unified API and marketplace for the best LLMs at the best prices for any prompt.
• Oumi Free ★4.84
  Oumi is an unconditionally open-source AI lab building foundation models with the full pipeline open. Founded by ex-Apple, ex-Meta, ex-Google leaders.
• Poolside Paid ★4.84
  Poolside builds frontier AI foundation models specialized for code generation. $626M Series B at $3B valuation; founded by ex-GitHub CTO Jason Warner.
• SambaNova Paid ★4.84
  Advanced AI system for building deep AI capabilities in enterprises.
• Scaled Cognition Paid ★4.84
  Scaled Cognition is an AI lab that builds APT, a foundation model for policy-adherent customer service agents.
• SiMa.ai Paid ★4.84
  Power-efficient and scalable edge ML solutions for various industries.
• Xaira Therapeutics Paid ★4.84
  Xaira Therapeutics: $1B AI drug-discovery foundation lab applying generative models to protein design. Founded 2024 by ex-Genentech CSO Marc Tessier-Lavign
• Archetype AI Paid ★4.83
  Archetype AI is a physical-AI platform whose Newton foundation model perceives and reasons about the physical world.
• Diffbot Paid ★4.83
  Web data extraction and knowledge graph creation.
• Field AI Paid ★4.83
  Field AI builds general-purpose robot intelligence (Field Foundation Models) for autonomous real-world operation.
• Genesis AI Paid ★4.83
  Genesis AI builds general-purpose robots and a robotics foundation model for real-world automation.
• Luel Paid ★4.83
  Luel is a marketplace for rights-cleared, multimodal AI training data, delivered by a global contributor network.
• Niantic Spatial Paid ★4.83
  Niantic Spatial builds foundation models for physical AI — geometrically accurate digital twins and spatial intelligence.
• LMNT Freemium ★4.82
  Fast, lifelike, affordable AI speech — studio-quality voice clones with 150ms latency. 24 languages. The TTS pick for cost-sensitive voice agents.
• LTX Studio Freemium ★4.82
  AI filmmaking studio from Lightricks — turn scene descriptions into full movie sequences with character consistency, scene-level controls, and a complete edit suite.
• Rank Prompt Paid ★4.82
  Rank Prompt tracks how brands rank inside ChatGPT, Perplexity, Gemini, and other LLMs. Generative engine optimization (GEO) for the AI-search era.
• Safe Superintelligence Freemium ★4.82
  Frontier AI safety lab founded by Ilya Sutskever (ex-OpenAI co-founder). $5B+ raised at ~$50B valuation. Singular focus: safe artificial superintelligence.
• Stable Audio Freemium ★4.82
  Stability AI's audio model — generates structured tracks up to 3 minutes at 44.1kHz, transforms samples, and produces sound effects from text prompts.
• Auto-GPT Free ★4.81
  The original autonomous AI agent — set a goal, watch it iterate. 165K+ GitHub stars and the launchpad for the agent revolution.
• Defined.ai Paid ★4.81
  World's leading marketplace for AI training data, tools, and models.
• Tabby ML Free ★4.81
  Self-hosted, open-source AI coding assistant — privacy-first GitHub Copilot alternative.
• 01.AI Freemium ★4.8
  Kai-Fu Lee's foundation lab behind the Yi model family — efficient open-source frontier models.
• MiniMax Freemium ★4.8
  MiniMax is a Shanghai-based AI lab building foundation models for text, voice, image, and video. $1B+ raised; powers Hailuo (video) and Talkie (companion).
• Anam Freemium ★4.79
  Real-time interactive AI avatars API — CARA-3 model #1 on Avatar Benchmark with 180ms latency. In Fin AI Startup Pack alongside ElevenLabs and Lovable.
• Rasa Paid ★4.79
  Build and deploy flexible conversational AI for superior customer experiences.
• Reka AI Freemium ★4.79
  Foundation model lab building Reka Flash, Core, and Edge — multimodal frontier models.
• Vidu Freemium ★4.79
  Chinese video generation model from Shengshu — competitive with Sora on dynamics.
• 1X Technologies Paid ★4.78
  1X Technologies builds humanoid robots for home and commercial use. NEO consumer humanoid in beta 2025; backed by OpenAI Startup Fund and EQT Ventures.
• Creatify Freemium ★4.78
  AI avatar generator for video ads — 1500+ avatars, Aurora diffusion transformer for ultra-realistic lip-sync, native publishing to Meta, TikTok, YouTube, LinkedIn.
• Recursion Paid ★4.78
  Public AI drug discovery company ($RXRX) — uses phenomic imaging + ML at massive scale. Operates BioHive, one of the largest pharma-owned supercomputers.
• Ultravox Freemium ★4.78
  Real-time speech-native multimodal LLM — Ultravox understands audio directly without separate ASR, achieving 150ms TTFT. Open weights, by Fixie AI.
• Unlearn.AI Paid ★4.78
  Unlearn.AI develops generative machine learning for predictive health outcomes and clinical innovation.
• Edge Impulse Paid ★4.77
  AI platform for edge machine learning and IoT solutions.
• Reflection AI Paid ★4.77
  Autonomous coding superintelligence lab founded by ex-DeepMind / ex-Anthropic researchers.
• Comet Freemium ★4.76
  Comet's platform for tracking, comparing, and reproducing ML experiments.
• Chai Discovery Freemium ★4.75
  AI-native drug discovery company building foundation models for biology. Forbes AI 50 2026 newcomer; backed by OpenAI Startup Fund and Thrive Capital.
• Datacurve Paid ★4.75
  Datacurve is an AI training-data company that supplies high-quality coding and engineering data to frontier model labs through its Shipd bounty platform.
• Encord Paid ★4.75
  Encord is a data development platform that helps vision and physical-AI teams curate, label, and evaluate multimodal training data.
• Invisible Technologies Paid ★4.75
  Invisible Technologies is an AI training-data and operations platform that blends expert humans with software for model alignment and process automation.
• Physical Intelligence Paid ★4.75
  First foundation model for general robot control — Pi-zero (π0) is a vision-language-action flow model from a team including Sergey Levine. Open source.
• Twelve Labs Freemium ★4.73
  Video understanding foundation models. Multimodal AI for video search, classification, and generation. Radical Ventures portfolio; Series B.
• Ludwig Paid ★4.71
  Low-code framework for custom AI model building, including LLMs.
• Boson AI Freemium ★4.67
  Boson AI is an audio foundation model company that builds the Higgs Audio models for text-to-speech, speech-to-text and audio understanding.
• Deccan AI Paid ★4.65
  Deccan AI is an enterprise data services company that provides expert SFT, RLHF data, RL environments, and evaluations for training LLMs.
• AI/ML API Free Trial ★4.64
  One API 100+ AI Models Accessible 24/7
• GenerativeX Freemium ★4.64
  GenerativeX is an enterprise generative AI platform for marketing, design, and content teams. Combines AI image, video, and copy generation in one workflow
• Argil Freemium ★4.63
  Generate engaging videos with your AI clone in 2 minutes — UGC ads, social videos, course lessons. YC-backed creator-economy video engine.
• Snowfire AI Freemium ★4.63
  Snowfire AI is an AI decision intelligence platform combining business data, scenario modeling, and AI agents to help operators make better decisions faste
• Docsumo Paid ★4.62
  AI-powered platform for document data extraction and processing.
• Figure Paid ★4.62
  AI developing autonomous humanoid robots for various industries.
• Convai Freemium ★4.61
  Conversational AI for virtual worlds — create lifelike 3D NPCs with multimodal perception, dialogue, gestures, and actions for Unity, Unreal, and beyond.
• Overlap Freemium ★4.61
  Multimodal AI agents for video — turn long videos into clips, shorts, and social posts automatically. YC S24, $1.9M seed. 12x impressions in 3 months.
• ZenML Freemium ★4.61
  Streamline and standardize MLOps workflows for any ML infrastructure.
• Hamming Paid ★4.6
  AI-powered platform for evaluating and optimizing AI applications and outputs.
• Theator Paid ★4.6
  Surgical intelligence platform — AI analyzes operating room video to track key surgical milestones, surface insights, and improve outcomes. Used by leading hospitals.
• Activ Surgical Paid ★4.59
  Real-time AI for surgery — ActivSight gives surgeons live visualization of blood flow, anatomy, and tissue not visible to the naked eye. FDA-cleared.
• LAION Free ★4.59
  Non-profit organization offering open AI resources.
• Gray Swan AI Paid ★4.57
  Gray Swan AI is the AI safety company building Cygnal red-teaming and Shade defenses. Founded by Carnegie Mellon researchers; partners with frontier labs.
• Etched Paid ★4.54
  Etched builds Sohu — a transformer-specific ASIC chip. $120M Series A; bet that fixed-function silicon beats general-purpose GPUs for transformer inference
• Pickle Robot Paid ★4.52
  Pickle Robot builds autonomous truck-unloading robots for warehouses. ~$30M Series A; backed by JS Capital and Schematic. Production deployments in major D
• Inception Labs Paid ★4.51
  Inception Labs builds Mercury — diffusion-based LLMs from Stanford spinout. Novel architecture vs autoregressive transformers; 10x faster inference. Khosla
• Multiverse Computing Paid ★4.51
  Multiverse Computing builds quantum + quantum-inspired AI software for finance, energy, and life sciences. $215M Series B; one of the largest quantum AI ro
• Promise Robotics Paid ★4.51
  Promise Robotics builds AI-powered robotic systems for prefab home and modular construction. Radical Ventures-backed; Canadian construction-AI leader.
• Sakana AI Paid ★4.51
  Sakana AI is the Tokyo AI research lab founded by ex-Google Brain David Ha and Transformer co-author Llion Jones. ~$200M+ raised; evolutionary model mergin
• Vannevar Labs Paid ★4.51
  Vannevar Labs is the AI-native open-source intelligence (OSINT) platform for US defense and national security. ~$75M Series B; OpenAI alumni founding team.
• Bayesian Health Paid ★4.5
  Bayesian Health is the clinical-risk AI platform for sepsis + deterioration detection. a16z + Andreessen Horowitz Bio Fund-backed; Johns Hopkins spinout.
• Enkrypt AI Paid ★4.5
  Enkrypt AI is the LLM security platform: risk discovery, red-teaming, and runtime guardrails. Used by enterprises deploying GenAI in regulated industries.
• Hirundo Paid ★4.5
  Hirundo is the machine unlearning platform that removes bad-data influence from trained models without retraining. Compliance, IP, bias remediation.
• Glaive AI Paid ★4.48
  Glaive AI generates synthetic training data for fine-tuning small LLMs. Used by AI teams improving open-weight models at low cost vs frontier APIs.
• Openlayer Freemium ★4.48
  Openlayer is the LLM and ML observability platform for testing, monitoring, and improving AI models in production. YC alum; ~$5M seed.
• Persona AI Paid ★4.48
  Persona AI builds humanoid robots for heavy industrial work — shipyards, manufacturing, defense. Founded by ex-NASA Robonaut lead Nic Radford.
• TensorOpera Paid ★4.48
  TensorOpera (rebrand of FedML) is the generative AI platform for training, deploying, and federating LLMs. Backed by Camford Capital and AIX Ventures.
• Booster Robotics Paid ★4.47
  Booster Robotics builds the Booster T1 humanoid robot from China. Targets research labs + industrial customers; competes with Unitree.
• Sahara AI Paid ★4.47
  Sahara AI is the blockchain-based AI training data and model marketplace. $43M from Pantera and Polychain; provenance-tracked datasets for AI labs.
• Tenstorrent Paid ★4.47
  Tenstorrent builds AI training and inference chips led by Jim Keller (ex-Apple, AMD, Tesla, Intel). ~$2B valuation; open RISC-V architecture, Samsung-fabbe
• Wandercraft Paid ★4.47
  Wandercraft builds AI-powered self-balancing exoskeletons. Atalante personal exoskeleton FDA-cleared 2024. Lightspeed-backed; French robotics leader.
• DagsHub Freemium ★4.46
  DagsHub is the GitHub for machine learning — versioned data, models, and experiments with Git + DVC built in. Used by ML teams that need reproducibility.
• FriendliAI Paid ★4.45
  FriendliAI is the LLM inference platform behind Friendli Container, Dedicated, and Serverless Endpoints. Competes with Together AI and Fireworks.
• Unitree Robotics Paid ★4.44
  Unitree Robotics is the Chinese humanoid + quadruped company behind H1, G1, Go2, B2. Highest humanoid shipments globally; Source Code + Meituan-backed.
• Vectara Freemium ★4.43
  Vectara is the trusted RAG-as-a-service platform with grounded generation and hallucination evaluation. Built by ex-Cloudera leadership; enterprise-ready.
• AgentGPT Paid ★4.35
  Deploy autonomous AI agents for various tasks.
• PixAI Freemium ★4.33
  PixAI is an AI anime art generation platform and community with Stable Diffusion models, LoRAs, and a shared gallery.
• Formic Paid ★3.85
  Formic: Pioneering cost-effective, high-performance large language models.
• Open Big Model Paid ★3.83
  Platform offering a range of AI foundation models for various applications, including chat, code generation, and multimodal understanding.