AnythingLLM vs RealFeedback
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. | RealFeedback offers an AI-powered chatbot that sparks meaningful conversations with customers, driving candid feedback and providing actionable insights to enhance user experiences and boost business growth. The platform is easy to integrate with one script tag, offers various pricing plans to fit different business needs, and includes features like AI conversation summaries, user satisfaction tracking, and customizable branding. RealFeedback's AI processes messages by summarizing conversations, extracting key points, and estimating user satisfaction. The product is technology-independent and supports seamless integration into any website. |
| Category | AI Assistant | Chatbot |
| Rating | No reviews | No reviews |
| Pricing | Freemium | Freemium |
| Starting Price | Free | Free |
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| Tags | local AIdocument chatRAGself-hostingAI agents | AI-powered chatbotcustomer feedbackbusiness growthAI conversation summariesuser satisfaction tracking |
| 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 | ||
| AI-powered chatbot | ||
| Real-time feedback collection | ||
| Actionable insights | ||
| Easy integration with one script tag | ||
| Various pricing plans | ||
| AI conversation summaries | ||
| User satisfaction tracking | ||
| Customizable branding | ||
| Technology-independent | ||
| Dedicated customer support | ||
| View AnythingLLM | View RealFeedback | |
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