Best for
Best for researchers, analysts and students who need reliable answers from a fixed set of documents rather than from the open web.
- Freelancers
- Small and mid-sized
- Enterprise
No tools match
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AI Chatbots & Assistants Comparison
At a glance
Best for
Best for researchers, analysts and students who need reliable answers from a fixed set of documents rather than from the open web.
Best for
Best for developers and privacy-minded teams who want a desktop assistant whose default model runs locally, with cloud providers optional.
Cataleo does not name a winner. Both statements come from the vendors themselves.
| Criterion | Gemini Notebook | Jan |
|---|---|---|
| Starting price | Free; higher limits on paid Google AI plans Google AI Plus, Pro and Ultra each raise the notebook, source, chat and Audio Overview limits. | Free and open source The desktop app is free under the Apache 2.0 licence and local models cost nothing beyond the hardware they run on. Cloud models are billed by whichever provider you connect, against your own API key. |
| Free trial | Free tier | Free and open source; local models run with no API key |
| Commercial use | Yes | Not stated |
| Output | Cited answers, Audio and Video Overviews, Mind Maps, Infographics and reports from your own sources | A desktop AI assistant answering from local or cloud models |
| Hosting | Not stated | Runs on macOS, Windows and Linux; Tokamak is self-hosted for teams, and cloud models run on the provider you connect |
| Ecosystem | Google; syncs with the Gemini app, with organisation access through Google Workspace, Workspace for Education and Google Cloud | Desktop app for macOS, Windows and Linux, with Jan Agent as a separate command-line agent and Tokamak as a self-hosted router carrying policy controls and audit trails for organisations. MCP servers attach under Settings, and documented integrations cover Claude Code and OpenClaw |
| Live web search and sources | Fast Research finds sources on the web or in your Google Drive; answers cite the sources in the notebook | Yes, built in and on by default: web_search and web_fetch are advertised to any model that supports tool use, with a keyless Exa endpoint as the default provider, so no API key and no MCP server are needed. Only tool-capable models see the tools |
| Files and long documents | Yes, the core of the product: PDF, DOCX, PPTX, TXT, MD, CSV, Google Docs, Slides and Sheets, URLs, ePub, images, audio and YouTube, up to 500,000 words or 200MB per source | Yes, files attach to a single message, or go into a Project where they are chunked and indexed for retrieval across every conversation in it. PDF, Markdown, DOCX, XLSX, PPTX and code files are supported, and processing happens on the machine |
| Images, voice and video | Audio Overviews, Video Overviews and Infographics generated from your sources | Images and audio attach to a chat when the active model can take them: the image option appears only with a vision-capable model such as Jan-v2-VL, and audio accepts WAV and MP3 |
| Coding help | Yes, a secure cloud computer writes and runs code for analysis grounded in your sources | Jan-Code-4B is available in the Hub for local coding, and Jan Agent runs coding tasks in a terminal with subagents, skills and memory, asking for confirmation before each write and shell command. It is a preview shipped on a nightly channel |
| Model choice | None. Google names no model and documents no picker, describing the product only as running on Gemini's advanced reasoning and interaction capabilities | Yes, and both kinds mix in the same app: local models through llama.cpp and MLX from the Hub, or cloud models from Anthropic, OpenAI, Azure OpenAI, Gemini, Groq, Mistral AI, OpenRouter and Hugging Face, plus any OpenAI- or Anthropic-compatible endpoint |
| API | Only in the enterprise edition. Gemini Notebook Enterprise carries a REST Notebooks API on Google Cloud, in preview, for creating, retrieving, listing, sharing and deleting notebooks and for adding and managing their sources; it requires Gemini Notebook Enterprise licences and is not part of the free consumer product | Yes, a local OpenAI-compatible server at http://127.0.0.1:1337/v1, authenticated with a bearer key, with configurable host, port, path prefix and CORS |
| Deployment | more entries Cloud (SaaS), Browser-based | On-premise |
| Support | Not stated | Community forum |
| Onboarding | Documentation and knowledge base | Documentation and knowledge base |
| Company size | Freelancers, Small and mid-sized, Enterprise | Freelancers, Small and mid-sized, Enterprise |
| Integrations | Google Drive, Google Docs, Google Slides, Google Sheets, YouTube, Google Workspace | more entries OpenAI, Anthropic, Google Gemini, Azure OpenAI, Groq, Mistral AI, OpenRouter, Hugging Face, llama.cpp, MLX, Model Context Protocol, Claude Code, OpenClaw, Exa |
Adds a column to the table, from the tools in this category.
Row where the values differ The small markers point at the lower number, the longer list or the stated feature. They describe the data, they are not a verdict.
The short version
Every line is one datapoint from the table above, picked automatically. Nothing here is written text.
The trade-offs
Gemini Notebook
Strengths
Limitations
Jan
Strengths
Limitations
Plans
Gemini Notebook
Jan
What users say
Gemini Notebook
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Jan
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Where this comes from
Gemini Notebook https://notebook.google · no check date recorded yet
Jan https://jan.ai · checked against the official source on 2026-09-15
This table lists factual criteria taken from information the vendors publish themselves. For how we put it together, see the methodology.