Databrain records 5,880 monthly visits with -44.7% month-over-month growth and Free Trial, Paid, Contact for Pricing pricing. Ollama records 9,421,973 monthly visits with +4.3% growth and Free, Freemium, Paid pricing.
Governed agentic and embedded analytics on your own data warehouse
Run and build with open AI models locally or in the cloud
| Dimension / Metric | | |
|---|---|---|
| Official Domain | usedatabrain.com | ollama.com |
| Pricing Model | Free Trial, Paid, Contact for Pricing | Free, Freemium, Paid |
| Monthly Visits | 5.88K (5,880) | 9.42M (9,421,973) |
| MoM Traffic Delta | -4.76K (-44.7%) | +389.71K (+4.3%) |
| Primary Market & Share | 🇺🇸 United States (53.3%) | 🇨🇳 China (15.9%) |
| Direct Visits / mo | 2.33K | 4.02M |
| User Rating | 4.2 | 4.8 |
| Supported Platforms | Website | app, open-source, 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.
Run and build with open AI models locally or in the cloud
Install once and pull open-weight models by name; Ollama handles weights, quantization and versioning for you.
A built-in server exposes a straightforward REST API, so scripts, editors and agents can talk to local models with minimal setup.
Route requests to hosted open models when your laptop cannot hold the checkpoint you need, with per-token pricing and concurrency tiers.
Access families such as Llama, Qwen, DeepSeek, Gemma, Mistral and gpt-oss from a single interface.
SpecialistCloud API gateway providing instant access to thousands of models, trading local hardware privacy for cloud compute.
SpecialistCloud API gateway providing instant access to thousands of models, trading local hardware privacy for cloud compute.
Free / Open-sourceOpen-source platform for building visual agentic workflows and RAG pipelines using local or cloud models.
Free / Open-sourceOpen-source platform for building visual agentic workflows and RAG pipelines using local or cloud models.
Free / Open-sourceFeature-rich self-hosted web chat interface designed to manage and query local models like Ollama.
Free / Open-sourceFeature-rich self-hosted web chat interface designed to manage and query local models like Ollama.
SpecialistAn agentic analytics platform that turns questions into governed, trusted answers
SpecialistAn agentic analytics platform that turns questions into governed, trusted answers
Free / Open-sourcePrivacy-first desktop app focused specifically on local document chat and RAG, unlike Ollama's general-purpose CLI runtime.
Free / Open-sourcePrivacy-first desktop app focused specifically on local document chat and RAG, unlike Ollama's general-purpose CLI runtime.
Free / Open-sourceDevelopment framework for connecting local models to external document stores and structured data sources.
Free / Open-sourceDevelopment framework for connecting local models to external document stores and structured data sources.
Free / Open-sourceOpen-source desktop app for running models locally with a graphical interface, but heavier than Ollama's lightweight CLI.
Free / Open-sourceOpen-source desktop app for running models locally with a graphical interface, but heavier than Ollama's lightweight CLI.
Free / Open-sourceOpen-source data integration engineered for AI agents and analytics
Free / Open-sourceOpen-source data integration engineered for AI agents and analytics
Free / Open-sourceOpen-source local AI server supporting multimodal inference including vision and speech, expanding beyond Ollama's text focus.
Free / Open-sourceOpen-source local AI server supporting multimodal inference including vision and speech, expanding beyond Ollama's text focus.
SpecialistAI-native business intelligence your whole team can actually trust
SpecialistAI-native business intelligence your whole team can actually trust
Free / Open-sourceLocal coding agent that executes natural language instructions directly inside your terminal environment.
Free / Open-sourceLocal coding agent that executes natural language instructions directly inside your terminal environment.
Decision infrastructure for governed enterprise AI agents
Decision infrastructure for governed enterprise AI agents
