AI Visibility Index · July 2026

RAG: LlamaParse, Cohere Embed, Voyage AI lead the AI rankings

How visibly ChatGPT, Claude, Gemini & Grok recommend each rag brand, across 6continuously re-polled “best X” leaderboards. Grades use the same A+–D scale as the brand checker; every ranking links to its full audit trail.

#	Brand	Grade	#1s	Podiums	Boards	Models	Best result
1	LlamaParse	A+	3	4	4	4/4	#1 · document parsing and OCR for RAG
2	Cohere Embed	A+	1	2	2	4/4	#1 · reranking model API
3	Voyage AI	A+	1	2	2	4/4	#1 · embeddings model API
4	Reducto	A+	1	1	2	4/4	#1 · AI document extraction API
5	Docling	B	—	2	2	4/4	#2 · document parsing and OCR for RAG
6	Azure AI Search	B	—	1	3	3/4	#3 · document parsing and OCR for RAG
7	Jina Reranker	B	—	1	2	4/4	#3 · reranking model API
8	LangChain	B	—	1	2	3/4	#3 · RAG framework
9	Gemini Embedding	B	—	1	1	4/4	#2 · embeddings model API
10	Haystack	B	—	1	1	3/4	#2 · RAG framework
11	Vectara	B	—	1	1	3/4	#2 · managed RAG platform
12	Amazon Bedrock Knowledge Bases	B	—	1	1	3/4	#3 · managed RAG platform
13	BGE Reranker	C	—	—	3	4/4	#5 · reranking model API
14	Gemini 2.5 Flash	C	—	—	2	2/4	#4 · managed RAG platform
15	Mistral OCR	C	—	—	2	2/4	#4 · AI document extraction API
16	Pinecone	C	—	—	2	3/4	#5 · managed RAG platform
17	Unstructured	C	—	—	2	3/4	#5 · document parsing and OCR for RAG
18	ZeroEntropy	C	—	—	2	3/4	#5 · embeddings model API
19	Mixedbread Rerank	C	—	—	1	2/4	#4 · reranking model API
20	OpenAI Embeddings	C	—	—	1	3/4	#4 · embeddings model API
21	RAGFlow	C	—	—	1	3/4	#4 · RAG framework
22	Dify	D	—	—	1	1/4	#6 · RAG framework
23	Google Document AI	C	—	—	1	2/4	#6 · AI document extraction API
24	DSPy	D	—	—	1	1/4	#7 · RAG framework
25	Firecrawl	D	—	—	1	1/4	#7 · document parsing and OCR for RAG
26	Qwen3-Embedding	C	—	—	1	2/4	#7 · embeddings model API
27	R2R	D	—	—	1	1/4	#8 · RAG framework
28	Weaviate Cloud	D	—	—	1	1/4	#8 · managed RAG platform
29	LandingAI Agentic Document Extraction	D	—	—	1	1/4	#9 · AI document extraction API
30	Qdrant Cloud	D	—	—	1	1/4	#9 · managed RAG platform

+ 1 more ranked brands below the top 30.

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The 6 leaderboards behind this index

Method: brands are rolled up by homepage domain and ranked by #1 finishes, podiums, then board coverage across this industry's leaderboards — data updated 2026-07-15. All industries → · Source: modelsagree.com · CC BY 4.0