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What AI says about R2R

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Data as of Oct 13, 2026Based on 24,002 AI responsesReviewed by Dimitry Apollonsky

How we measure

github.com

Hosted on GitHub

Mentioned in

<1%

of AI answers about R2R and its rivals. Since Jul 5

The market map

RAG Platforms and Retrieval Tools

Mentioned in

1Voyage AIMentioned in 32%Avg. position 4.1
2LlamaIndexMentioned in 27%Avg. position 56.7
2PineconeMentioned in 27%Avg. position 33.0
2Cohere RerankMentioned in 27%Avg. position 42.6
2Jina AIMentioned in 27%Avg. position 31.3
6LangChainMentioned in 23%Avg. position 14.1
7CohereMentioned in 19%Avg. position 3.7
8QwenMentioned in 18%Avg. position 8.8
8QdrantMentioned in 18%Avg. position 8.2
8BAAI/bge-reranker-v2-m3Mentioned in 18%Avg. position 28.5
12BGE-RerankerMentioned in 16%Avg. position 7.6
13Google Cloud Gemini Enterprise Agent PlatformMentioned in 15%Avg. position 6.5
15RAGFlowMentioned in 13%Avg. position 3.9
16Azure AI SearchMentioned in 12%Avg. position 45.3
78R2RMentioned in 1%Avg. position 8.2

R2R in AI’s own words

Question: I'm looking for a managed service that combines data ingestion, vectorization, and search in one platform. What's the best end-to-end RAG platform?

Google AI ModeJul 31, 2026

R2R (RAG to Riches): An increasingly popular solution that provides both cloud-hosted and self-hosted options, offering advanced features like knowledge graph generation and agentic RAG.

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How often AI mentions R2R

RAG Platforms and Retrieval Tools

Aug 19SepOctOct 7

Mentions by AI engine

Since Jul 5

ChatGPT Search<1%
Google AI Mode

Other brands in Developer Backend & Vector Search Services

Rank

Qdrant#1
Pinecone#2

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Where R2R ranks in AI

RAG Platforms and Retrieval Tools#78

Developer Backend & Vector Search Services#144

Question: I'm looking for a managed service that combines data ingestion, vectorization, and search in one platform. What's the best end-to-end RAG platform?

Google AI ModeJul 23, 2026

R2R (RAG to Riches): A popular framework that handles multimodal ingestion

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Question: We want our RAG system to cite its sources accurately. What's the best framework for managing source document metadata and citations?

Google AI ModeJul 25, 2026

R2R (AppLlama): A fully open-source framework designed specifically for line-item citations

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<1%

Milvus

#3

Supabase#5

Firebase#6

Sources AI cites

github.com 0%Other sites 100%

Topics where AI mentions R2R

TopicMentioned inRank

End-to-end RAG platform with ingestion and vectorizationRAG Platforms and Retrieval Tools5%#24
Managed enterprise RAG platformDeveloper Backend & Vector Search Services1%#42
Self-hosted open-source RAG frameworkRAG Platforms and Retrieval Tools2%#50

Mentioned in
We want our RAG system to cite its sources accurately. What's the best framework for managing source document metadata and citations?15%
Excerpts where R2R appeared in the AI's answer
Google AI Mode Google AI Mode
R2R (AppLlama): A fully open-source framework designed specifically for line-item citations
Google AI Mode Google AI Mode
R2R (RAG to RAG): An open-source RAG system specifically built to generate line-item, actionable citations automatically.
I'm looking for a managed service that combines data ingestion, vectorization, and search in one platform. What's the best end-to-end RAG platform?5%
Excerpts where R2R appeared in the AI's answer
Google AI Mode Google AI Mode
R2R (RAG to Riches): An increasingly popular solution that provides both cloud-hosted and self-hosted options, offering advanced features like knowledge graph generation and agentic RAG.
Google AI Mode Google AI Mode
R2R (RAG to Riches): A popular framework that handles multimodal ingestion
Which platform is strongest for building production RAG pipelines quickly?5%
We need to build a RAG system on-premise. What is the best open-source RAG framework that is easy to self-host?2%