Jan alternatives: 4 tools compared (October 2026)

AnythingLLM is an open-source AI application for chatting with documents and running agents, available as a desktop app, a self-hosted multi-user server or a hosted cloud instance, built by Mintplex Labs.

Key functions

• Chat with your own documents through a knowledge base (RAG)
• Agents with custom skills and background jobs
• Meeting assistant with transcription and summaries

Compared with Jan

• Publishes a price (from $50 per month); Jan quotes on request.
• Strongest elsewhere: United States.

Check before buying: Decide between desktop, self-hosted and cloud before rollout, since only Enterprise lists SSO and RBAC. For the cloud plans, ask Mintplex Labs where instances are hosted and for a data processing agreement, which we did not find published. Document which model processes which data when cloud models are connected.

LM Studio is a desktop application for Mac, Windows and Linux users who want to download open language models and run them on their own computer, now extended with an agent for coding and knowledge work.

Key functions

• Runs local language models via llama.cpp and MLX
• Bionic Agent for coding and knowledge work with local or optional cloud models
• Offline speech transcription

Compared with Jan

• Publishes a price (from $20 per month); Jan quotes on request.
• Strongest elsewhere: United States.

Check before buying: The app is proprietary: its terms allow personal and internal business use but prohibit offering it as a service to third parties. Organizations with central billing of credits already exist, while the pricing page lists subscription plans for teams as coming soon, so clarify management features with the vendor. If users enable cloud models, agree on which data may leave the device.

Msty Studio is a desktop and web workspace for working with local and hosted language models in one interface. It suits individuals and teams that want chats and documents to stay on their own devices while choosing models freely.

Key functions

• Runs local models through Ollama, llama.cpp and MLX next to hosted providers
• Knowledge Stacks answer questions from your own documents with source-aware retrieval
• Split Chats compare several models side by side on the same prompt

Compared with Jan

• Publishes a price (from $149 per year); Jan quotes on request.
• Strongest elsewhere: United States.

Check before buying: Msty holds no SOC 2 or ISO 27001 certification yet, which may matter for your vendor risk review. Local models keep data on the device, but once staff add hosted providers, those providers' data terms apply. Clarify the Enterprise and Teams terms with sales, which start at five seats and include SSO, roles and audit logs, and ask whether a data processing agreement is available for your setup.

Ollama is a model runner that downloads and runs open-weight language models on a laptop, workstation or server and exposes them through a local API, aimed at developers and IT teams that want AI without sending data to a cloud provider.

Key functions

• Runs open language, coding, vision and embedding models locally
• Tool calling, structured outputs and thinking mode through the API
• API compatible with OpenAI and Anthropic clients for existing applications

Compared with Jan

• Publishes a price (from $20 per month); Jan quotes on request.
• Strongest elsewhere: United States.

Check before buying: Local use keeps data on your hardware, but performance depends on the GPU or unified memory available, so size the machines for the models you plan to run. Check the license of each model separately, since Ollama's MIT license does not cover model weights. If you use the cloud plans, clarify data processing terms: the privacy policy states that data may be processed in the United States.