AgentsetOpen-source RAG platform for building AI apps with accurate, source-grounded answers.
Overview
Key features
- Managed RAG pipeline
- Document ingestion and chunking
- Vector retrieval with citations
- Unlimited context support
- API and SDK access
- Open-source codebase
Pricing
- Model
- Free
- Category
- Research
- Rating
- 4.8 / 5 (4)
Use cases
Source-Grounded Documentation Search
Build a search experience over product or technical docs that returns answers with citations, helping users find verified information instead of sifting through pages.
Internal Knowledge Assistant
Connect company wikis, policies, and internal docs to an LLM-powered assistant so employees get accurate, cited answers grounded in organizational content.
Customer Support AI Agent
Deploy a support chatbot that answers customer questions using your knowledge base, with citations that let agents and users verify responses against source material.
Custom RAG-Powered Chatbots
Use the API and SDKs to embed retrieval-augmented chat into apps without building ingestion, chunking, embedding, and retrieval infrastructure from scratch.
Pros & Cons
Pros
- Open-source and self-hostable
- Citation-backed answers reduce hallucinations
- Handles large context volumes
- Developer-focused API and SDKs
Cons
- Requires technical setup and integration
- Less polished than no-code alternatives
- Quality depends on source data preparation
Battle record
Across 3 battles in the Pantheon.
Last 3 battles
Reviews
Average from 4 ratings.
Sign in to leave a review.
Skeptical, then convinced
I went in skeptical — most tools in this space overpromise. It actually delivers on vector retrieval with citations, and developer-focused API and SDKs caught me off guard. Quality depends on source data preparation is why this isn't a perfect score, still, I'd recommend giving it a real trial.
Skeptical, then convinced
I went in skeptical — most tools in this space overpromise. It actually delivers on document ingestion and chunking, and handles large context volumes caught me off guard. still, I'd recommend giving it a real trial.
Compared a few options
Evaluated this against two competitors. Where it wins: unlimited context support and open-source and self-hostable. On balance the feature set — especially document ingestion and chunking — justifies the 5 stars for our use case.
Years in this space
I've evaluated a lot of these over the years. What stands out here is vector retrieval with citations — handled better than most — and handles large context volumes. Requires technical setup and integration is my one real gripe. Worth the time if this is your use case.
Q&A
Do you offer discounts for startups or non-profits?
Yes, we offer special pricing for qualifying startups and non-profit organizations. Please contact us with the details of your organization and we'll be in touch.
Asked by Ravi Kapoor · Jul 23, 2025
Can I upgrade or downgrade my plan?
Yes, you can change your plan at any time. When upgrading, you'll have immediate access to the new features. When downgrading, you'll receive a prorated bill based on your usage.
Asked by Lucas Petit · Jul 17, 2025
What is a connector?
Connectors are integrations with external data sources like Google Drive, SharePoint, or Notion that automatically sync content to your knowledge base.
Asked by Paloma Ruiz · Jun 8, 2025
What counts as a page?
We count every 1000 characters of parsed text as a page. This might differ from the number of pages on your PDF, Powerpoint, or Word Document.
Asked by Sami Virtanen · Jun 1, 2025
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