AnythingLLM vs Puzzle Labs
Side-by-side comparison · Updated September 2026
| Description | AnythingLLM is an AI workspace from Mintplex Labs for chatting with documents, connecting language models and running agents. Choose the desktop app for an individual computer, self-host a multi-user installation with Docker, or use a managed cloud instance. The free desktop and self-hosted paths are separate from optional Desktop Pro features and hosted subscriptions. For document work, AnythingLLM connects your files to a retrieval workflow so an assistant can use relevant material when answering questions. It also supports local and cloud model providers, embedding services and vector databases. This flexibility is useful when you want control over the model and deployment, but it makes privacy a configuration decision: remote providers and integrations may process data outside your device. Review the model, embedder and storage settings before adding confidential files. Hosted Basic is listed at $50 per month and hosted Pro at $99 per month, with Enterprise available by enquiry. Running the open-source software yourself avoids the hosted subscription, but your hardware, infrastructure and any paid provider usage still have costs. Desktop Pro is a separate optional subscription for expanded Magic features; it is not the $99 hosted plan. AnythingLLM is a useful shortlist choice for private document assistants and team knowledge workspaces. Start with representative files and questions, check whether answers use the right source material, then evaluate access controls and deployment requirements before expanding to a larger document library. Retrieval does not guarantee that every fact in every uploaded document will appear in an answer. | Puzzle Labs offers a cutting-edge knowledge base that leverages AI to create private chatbots for teams. It features a peer-to-peer setup ensuring data is stored on user devices, thereby guaranteeing data ownership and privacy. The platform is flexible with a local-first approach, meaning its desktop app works offline, and it's LLM agnostic, allowing users to bring their own model. It also integrates web content seamlessly with no storage fees, ideal for modern tech-savvy teams. |
| Category | AI Assistant | Chatbot |
| Rating | No reviews | No reviews |
| Pricing | Freemium | Pricing unavailable |
| Starting Price | Free | N/A |
| Plans |
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| Use Cases |
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| Tags | local AIdocument chatRAGself-hostingAI agents | AIknowledge baseprivate chatbotsteamspeer-to-peer |
| Features | ||
| Desktop app for macOS, Windows and Linux | ||
| Document knowledge and retrieval-augmented chat | ||
| Self-hosted Docker deployment for team workspaces | ||
| Connections to local and cloud language models | ||
| Configurable embedding providers and vector databases | ||
| AI agents with MCP tool connections | ||
| Multi-user access controls on supported deployments | ||
| Anonymous telemetry opt-out | ||
| Optional Desktop Pro Magic features | ||
| Managed cloud hosting as a separate paid option | ||
| Private chatbots for teams | ||
| Peer-to-peer data storage | ||
| Local-first offline functionality | ||
| LLM agnostic | ||
| No storage fees | ||
| Integration with web content | ||
| Prompt-first approach | ||
| Data privacy and ownership | ||
| Desktop application | ||
| Avoid vendor lock-in | ||
| View AnythingLLM | View Puzzle Labs | |
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