Danswer is an open-source, self-hosted enterprise search tool that connects to your company's apps and documents. Ask natural language questions and get AI-generated answers grounded in your private data.
Danswer 🤖 is an open-source, self-hosted enterprise search and QA tool that connects to your company's documents across apps like Slack, GitHub, Google Drive, etc.
❓ Ask questions in natural language and get AI-generated answers It allows you to ❓ ask natural language questions and get 💡 AI-generated answers grounded in your private data. The answers surface relevant quotes and links back to the source documents.
🔐 Modular connectors to ingest docs from company apps Under the hood, Danswer ingests documents via modular connectors. It splits documents into segments, embeds them using SOTA vector models like sentence transformers, and stores them in a vector database.
During QA, it retrieves the most relevant document segments, passes them as context to a generative model like GPT-3.5 Turbo, and displays the model's response along with the most relevant quotes.
✨ Fully self-hosted inside your network (no data leaves perimeter) Danswer runs fully self-hosted inside your VPC via Docker and Kubernetes. So, your data never leaves your network perimeter. It also has access controls to limit data access.
It aims to provide an effective, easy-to-self-host, permissively licensed open-source alternative to enterprise knowledge management platforms, with modular architecture for extensibility.
👉 It provides an open-source, self-hosted alternative to proprietary enterprise search tools
🧠 It leverages state-of-the-art NLP and vector search models like sentence transformers to ingest and retrieve documents
🔎 It enables querying over siloed data spread across company apps and integrates insights
⚙️ It has a modular architecture allowing extensibility via custom connectors and models
🌟 It aims to democratize access to enterprise-grade AI search capabilities via an easy-to-self-host platform
- 👷🏽♀️ Builders: Chris Weaver, Yuhong Sun
- 👩🏽💼 Builders on LinkedIn: https://www.linkedin.com/in/yuhongsun/, https://www.linkedin.com/in/chris-weaver101/
- 👩🏽🏭 Builders on X:
- 👩🏽💻 Contributors: 40
- 💫 GitHub Stars: 6.3k
- 🍴 Forks: 633
- 👁️ Watch: 62
- 🪪 License: MIT
- 🔗 Links: Below 👇🏽
- GitHub Repository: https://github.com/danswer-ai/danswer
- Official Website: https://www.danswer.ai/
- LinkedIn Page: https://www.linkedin.com/company/danswerai/
- Discord Server: https://discord.com/invite/TDJ59cGV2X
- X Page: https://twitter.com/DanswerAI
- Profile in The AI Engineer: https://github.com/theaiengineer/awesome-opensource-ai-engineering/blob/main/libraries/danswer/README.md
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