FlowiseAI vs RAGatouille

Side-by-side from the Top 11 ranking of The 11 Best RAG Frameworks (2026). Last verified May 31, 2026.

The short answer

FlowiseAI ranks higher on Top 11 (#9 vs #11) for Developers shipping RAG pipelines into production. A low-code, drag-and-drop UI for rapidly building and visualizing RAG and other LLM applications.

At a glance

FlowiseAIRAGatouille
Top 11 rank#9 / The 11 Best RAG Frameworks (2026)#11 / The 11 Best RAG Frameworks (2026)
Score (out of 9.4)7.77.3
Best forLow-code visual builderAdvanced ColBERT retrieval
PricingFree (Open Source)Free (Open Source)
HQRemoteRemote
Founded20232023

FlowiseAI

A low-code, drag-and-drop UI for rapidly building and visualizing RAG and other LLM applications.

flowiseai.com/

See full entry in The 11 Best RAG Frameworks (2026)

RAGatouille

A specialized library implementing the advanced ColBERT model for more accurate, fine-grained retrieval.

github.com/bclavie/RAGatouille

See full entry in The 11 Best RAG Frameworks (2026)

Methodology and scoring weights live at /methodology. No vendor pays for placement — see about.