Companies
The methodology employed categorizes companies based on their primary focus or offerings, detailing each company's capabilities alongside its name.
Key to Keywords:
- Pre: Pretraining capabilities or services
- FT: Finetuning services
- Custom: Support for building custom models
- API: Offers an API to integrate ML functionality
- Dev: Development tools or environments
- Dep: Deployment tools or platforms
- Model: Develops or provides their own ML models
- GPU: GPU-based compute resource provider
- Storage: Data storage provider
- Data: Data platform or data indexing provider
Highlights
Models are accessed via their respective companies, such as OpenAI (ChatGPT 40, o1, o3), DeepSeek (DeepSeek-R1), Anthropic (Claude Sonnet), and Google (Gemini). LM Studio
is a desktop application for running models locally. Together AI
provides a platform for running models that might not fit on your local machine. There are other serving locations, such as the Hugging Face Inference Playground, and Hyperbolic.xyz
, which also offers base models.
Model Creators / Foundation Model Providers
- OpenAI: Model, Pre, FT, API
- Anthropic: Model, Pre, FT
- Google DeepMind, Google: Model, Pre, FT, API
- xAI: Model, Pre, FT, API
- Meta AI: Model, Pre, FT, API
- Mistral AI: Model, Pre, FT, API
- Nous Research: Model, Pre, FT
- Cohere: Model, Pre, FT, API
- Allen Institute for AI (Ai2): Model, Pre, FT
- EleutherAI: Model (Open-Source Models)
- AssemblyAI: Model, API
- Deepgram: Model, API
- ElevenLabs: Model, API
- Perplexity AI: Model, API
- Stability AI: Model, Pre, FT
- Ideogram: Model
- Midjourney: Model
- Black Forest Labs: Model
- Pika Labs: Model
- Luma Labs: Model
- Minimax: Model
- Tencent AI Lab: Model
- ByteDance (owns TikTok): Model
- Inflection AI: Model
- Character.AI: Model
API/Inference Providers
- OpenRouter: API
- Replicate: API, GPU, Custom
- Groq.AI: API
- Together AI: API, FT, Custom, GPU
- Novita.ai: API, GPU
- Lepton.ai: API, GPU
- Hyperbolic.xyz: API, GPU
- Fireworks AI: API, GPU
- Baseten: API
- Deepinfra: API, GPU
- Octo AI: API
Development Tools, Code Generation, and Productivity
- Codeium: Dev (It developed both the Codeium AI code acceleration platform and the Windsurf IDE.)
- Replit AI: Dev
- Bolt from StackBlitz: Dev (Bolt platform)
- Anthropic Computer Use
- Amazon CodeWhisperer: Dev
- GitHub Copilot: Dev
- Cursor: Dev
- Cognition Labs: Dev
Platforms like Bolt, Replit Agent, Vercel V0 use agentic workflows to improve code quality. They also help deploy generated applications.
Other tools related:
- Llama Stack developed by Meta is a collection of APIs that standardize the building blocks necessary for developing generative AI applications.
- Adept's ACT-1: Adept AI has developed ACT-1, an AI model designed to interact with software applications through natural language commands. It can perform tasks such as navigating web pages, clicking buttons, and entering data, effectively acting as a digital assistant to automate workflows.
Deployment Tools and Platforms
- Vercel: Dev, Dep (V0 by Vercel generates UI from text)
- Open WebUI: Dep (Manage and deploy AI models locally. UI for interacting with various LLMs. Integrate with LLM runners like Ollama and OpenAI-compatible APIs)
Libraries and Frameworks
- Ollama, vLLM: tool designed to run LLMs locally. It can be used with Chatbox.ai app desktop, mobile and web-based app.
- unsloth (Daniel Han), torchtune, Oxolotl: Fast Training (Pre/FT related). They enhance the speed and efficiency of LLM fine-tuning.
- LiteLLM: LiteLLM is an open-source Python library designed to streamline interactions with a wide range of LLMs by providing a unified interface.
- ai-gradio: A Python package that makes it easy for developers to create machine learning apps powered by various AI providers. Built on top of Gradio, it provides a unified interface for multiple AI models and services.
- DSPy: Dev (Provides a programming model for developing and optimizing language model pipelines)
- Torchrun: Dev
- Cog (by Replicate): Packaging Custom ML Models for Deployment (Custom, Dep)
- ComfyUI: Dev (GUI for Workflow)
- Tinygrad: Dev
- Agentic AI systems: LangChain, CrewAI, LlamaIndex, Haystack, Devin
- OpenHands: Dev (providing frameworks for building AI-driven applications with agentic capabilities)
Data Platforms and Providers
- Encord: Data
- LlamaIndex: Dev, Data Indexing
- LAION: Data Provider, Open-Source Datasets
End-to-End Cloud-Based ML Platforms
- Google Vertex AI, AI Studio, GenAI SDK: API, Pre, FT, Custom, Dev, Dep, Model
- Amazon Bedrock: API, Pre, FT, Custom, Dev, Dep, Model
- Microsoft Azure Machine Learning: API, Pre, FT, Custom, Dev, Dep, Model
- Databricks: API, Dev, Dep, Model
- IBM Watson Studio: Dev, Dep, Model
- DataRobot: Dev, Dep, Model
- H2O.ai: Dev, Dep, Model
- Domino Data Lab: Dev, Dep, Model
- Algorithmia: Dev, Dep, Model