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More about RAGFlow

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📚Complete Guide

RAGFlow Tutorial: Get Started in 5 Minutes [2026]

Master RAGFlow with our step-by-step tutorial, detailed feature walkthrough, and expert tips.

Get Started with RAGFlow →Full Review ↗

🔍 RAGFlow Features Deep Dive

Explore the key features that make RAGFlow powerful for multi-agent systems workflows.

Deep Document Understanding

What it does:

Parses PDFs, Word docs, and more with structure-aware chunking that preserves tables, headers, figures, and hierarchical relationships.

Use case:

Processing financial reports where table data and section context must be preserved for accurate retrieval.

Visual Chunk Editor

What it does:

Web UI showing exactly how each document was chunked, with the ability to manually adjust boundaries and verify parsing quality.

Use case:

Quality-checking document parsing before deploying a knowledge base to production users.

Citation Tracking

What it does:

Every generated answer includes links to specific source chunks, enabling users to verify claims against original documents.

Use case:

Building a compliance knowledge assistant where every answer must be traceable to source policy documents.

Multi-Turn Conversation

What it does:

Maintains conversation context across multiple exchanges, enabling follow-up questions and clarification without losing thread.

Use case:

Creating a customer-facing knowledge assistant that handles complex multi-step inquiries.

Table Understanding

What it does:

Specialized parsing for complex tables that maintains row/column relationships during indexing and retrieval.

Use case:

Querying data from annual reports, spec sheets, or compliance matrices embedded in PDF documents.

Multi-Tenancy Support

What it does:

Built-in tenant isolation enabling multiple teams or clients to have separate knowledge bases within one deployment.

Use case:

Deploying a shared RAG platform across departments with isolated data access controls.

❓ Frequently Asked Questions

How does RAGFlow handle tables in PDFs?

RAGFlow uses specialized table detection and parsing that preserves row/column structure. Tables are indexed as structured data rather than flattened text, enabling accurate retrieval of tabular information.

Can I use my own LLM?

Yes, RAGFlow supports OpenAI, Azure OpenAI, local models via Ollama, and any OpenAI-compatible API endpoint.

What vector databases does it support?

RAGFlow supports Elasticsearch and Infinity as vector backends, with the architecture designed for pluggable storage.

Is it suitable for production use?

Yes, RAGFlow is designed for production with multi-tenancy, API access, conversation management, and citation tracking. Several enterprises use it in regulated industries.

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Start Using RAGFlow Today

Follow our tutorial and master this powerful multi-agent systems tool in minutes.

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📖 RAGFlow Overview💰 Pricing Details⚖️ Pros & Cons🆚 Compare Alternatives

Tutorial updated March 2026