RAGFlow AI visibility score and rankings

Parse Score

53.6

86.4Excellent

How well you compete

49.4Great

How broadly AI mentions you

14.5Bad

How often AI cites you

Snapshot as of Mar 7, 2026. Sign up free to see the latest daily data.

Parse Score

53.6

86.4Excellent

How well you compete

49.4Great

How broadly AI mentions you

14.5Bad

How often AI cites you

Snapshot as of Mar 7, 2026. Sign up free to see the latest daily data.

Brand performance

How RAGFlow's AI visibility has changed over time

Brands AI most often recommends alongside RAGFlow

Questions people ask AI where RAGFlow appears in the last 30 days

Prompt	Prompt visibility
I need a RAG (Retrieval Augmented Generation) framework optimized for legal citations.	43.8
We need to build a RAG system on-premise. What is the best open-source RAG framework that is easy to self-host?	31.5
We want our RAG system to cite its sources accurately. What's the best framework for managing source document metadata and citations?	5.6

Domains AI cites when recommending RAGFlow in the last 30 days

Preview of competitive strength history (coarsened).

Prompt	Prompt visibility
I need a RAG (Retrieval Augmented Generation) framework optimized for legal citations.	43.8
We need to build a RAG system on-premise. What is the best open-source RAG framework that is easy to self-host?	31.5
We want our RAG system to cite its sources accurately. What's the best framework for managing source document metadata and citations?	5.6

Domain	Citations	Prompts
kncmap.com The Top Open-Source RAG Frameworks to Know in 2025: Build Smarter AI with Real-World Context - KNCMAP	1	1

Domain	Citations	Prompts
kncmap.com The Top Open-Source RAG Frameworks to Know in 2025: Build Smarter AI with Real-World Context - KNCMAP	1	1