Databrain records 5,880 monthly visits with -44.7% month-over-month growth and Free Trial, Paid, Contact for Pricing pricing. Hugging Face records 31,232,542 monthly visits with +0.1% growth and Freemium, Paid pricing.
Governed agentic and embedded analytics on your own data warehouse
The open platform where the machine learning community hosts models, datasets, and AI apps
| Dimension / Metric | | |
|---|---|---|
| Official Domain | usedatabrain.com | huggingface.co |
| Pricing Model | Free Trial, Paid, Contact for Pricing | Freemium, Paid |
| Monthly Visits | 5.88K (5,880) | 31.23M (31,232,542) |
| MoM Traffic Delta | -4.76K (-44.7%) | +40.25K (+0.1%) |
| Primary Market & Share | 🇺🇸 United States (53.3%) | 🇺🇸 United States (19.1%) |
| Direct Visits / mo | 2.33K | 13.4M |
| User Rating | 4.2 | 4.8 |
| Supported Platforms | Website | Website |
Governed agentic and embedded analytics on your own data warehouse
AI drafts metric definitions from your warehouse, you approve them, and every dashboard, embed and agent answer resolves to one signed-off definition.
Ship customer-facing dashboards styled with your design tokens, in light or dark mode, with scheduled reports sent from your own subdomain.
Row-level and column-level rules plus role-scoped guest tokens are enforced before any SQL runs, so an embed can never show more than it allows.
An agent builds charts and edits dashboards from prompts, while an MCP server exposes the governed model to Claude Code, Cursor, Codex or Windsurf.
The open platform where the machine learning community hosts models, datasets, and AI apps
Search, download, and publish across millions of models and hundreds of thousands of datasets, complete with model cards, versioning, and citations.
Deploy Gradio, Streamlit, or static apps directly from a repository to show off a model, run comparisons, or share a tool with a public link.
Transformers, Diffusers, Datasets, Tokenizers, Accelerate, PEFT, TRL, and smolagents give you end-to-end tooling for training, fine-tuning, and inference.
Inference Providers route a single API to tens of thousands of models from multiple vendors, while Inference Endpoints spin up dedicated GPU hardware on demand.
SpecialistA unified API gateway routing requests across hundreds of language models, but lacking dataset hosting.
SpecialistA unified API gateway routing requests across hundreds of language models, but lacking dataset hosting.
Free / Open-sourceEnables running and managing open-source LLMs locally on your hardware instead of relying on cloud hosting.
Free / Open-sourceEnables running and managing open-source LLMs locally on your hardware instead of relying on cloud hosting.
SpecialistFocuses strictly on community-driven discovery and sharing of generative image and video models rather than text LLMs.
SpecialistOne API for 1,500+ production-ready generative media models
Free / Open-sourceAn alternative open-source model repository and community hub, featuring extensive regional models and online interactive demos.
Free / Open-sourceAn alternative open-source model repository and community hub, featuring extensive regional models and online interactive demos.
Provides robust serverless inference and fine-tuning APIs for open-source models, replacing Hugging Face's hosted endpoints.
Provides robust serverless inference and fine-tuning APIs for open-source models, replacing Hugging Face's hosted endpoints.
Offers cloud APIs for running and fine-tuning machine learning models with simpler pricing than custom infrastructure.
Offers cloud APIs for running and fine-tuning machine learning models with simpler pricing than custom infrastructure.
Free / Open-sourceOpen-source, memory-efficient fine-tuning and local model running
Free / Open-sourceOpen-source, memory-efficient fine-tuning and local model running
SpecialistAn agentic analytics platform that turns questions into governed, trusted answers
SpecialistAn agentic analytics platform that turns questions into governed, trusted answers
Delivers ultra-fast serverless inference for open-weight models, prioritizing production throughput over community dataset sharing.
Provides low-cost serverless inference and GPU rentals for open models, though without community spaces and datasets.
One API for fast, cost-predictable inference on LLMs and multimodal models
One API for fast, cost-predictable inference on LLMs and multimodal models
