What does AI recommend for rag platforms and retrieval tools?

Pinecone has become the most-cited platform in discussions of RAG tools, rising from outside the top ranks to the #1 position. The most significant change between October 2025 and March 2026 occurred in the reranker sub-category, where Cohere's early dominance was challenged by a growing field of specialized APIs and open-source models.

Which rag platforms and retrieval tools brands appear most in AI answers?

Across 356 AI responses, Cohere is mentioned most, named in 81% of them, followed by Pinecone (49%) and Jina AI (47%).

How does Parse rank these brands?

Parse measures each brand's mention rate — the share of answers naming it — across 356 AI responses to this market's buyer questions. Answers are collected daily and the ranking is published weekly.

How does a brand enter this ranking?

Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.

Best RAG platforms and retrieval tools, according to AI

Data as of Aug 25, 2026 · Based on 356 AI responses · See how Parse measures this

RAG Platforms and Retrieval Tools

108 brands

ParseChatGPT + Google AI

Parse

https://parse.gl

Measured across ChatGPT & Google AI

Best RAG Platforms and Retrieval Tools, According to ChatGPT & Google AI | Parse

#	Brand	What AI says	Mention rate
1	CohereA top commercial API, increasingly cited for its specific 'Cohere Rerank' service.	A top commercial API, increasingly cited for its specific 'Cohere Rerank' service.	81%
2	PineconeLeading managed vector database, now also a key player with its integrated reranker.	Leading managed vector database, now also a key player with its integrated reranker.	49%
3	Jina AIOffers a fast, speed-focused reranker API with strong multilingual support.	Offers a fast, speed-focused reranker API with strong multilingual support.	47%
4	Alibaba Group		36%
5	Voyage AI		28%
6	ZeroEntropy		28%
7	Amazon		22%
8	BAAI BGE Reranker Large		20%
9	Alphabet		20%
10	Colbert Cooper Hill Attorneys		19%
11	Elastic		18%
12	Silicon Flow		15%
13	LlamaIndexA data-centric framework specializing in connecting LLMs to proprietary data sources.	A data-centric framework specializing in connecting LLMs to proprietary data sources.	14%
14	Databricks		13%
15	Hugging FaceThe central hub for top open-source reranker models, especially the BGE series.	The central hub for top open-source reranker models, especially the BGE series.	12%
16	Qwen3-Reranker-8B		12%
17	BAAI/bge-reranker-v2-m3		12%
18	RankZephyr		12%
19	OpenAI		11%
20	FlashRank		9%
21	NVIDIA		9%
22	ColBERT		8%
23	MixedBread		7%
24	LangChainThe most popular open-source framework for orchestrating and building custom RAG pipelines.	The most popular open-source framework for orchestrating and building custom RAG pipelines.	7%
25	Qdrant		6%
26	Salesforce		6%
27	RankLLMs		6%
28	Qwen3-Reranker-4B		5%
29	arXiv		5%
30	Microsoft		4%
31	Contextual AI		3%
32	WeaviateAn open-source vector database frequently recommended for its hybrid search capabilities.	An open-source vector database frequently recommended for its hybrid search capabilities.	3%
33	Rankifyer		3%
34	CohereA top commercial API, increasingly cited for its specific 'Cohere Rerank' service.	A top commercial API, increasingly cited for its specific 'Cohere Rerank' service.	3%
35	Agentset		3%
36	OpenSearch		3%
37	Sentence-Transformers		3%
38	Vectara		3%
39	MonoT5		3%
40	Galileo Learn		3%
41	BGE Reranker Base		2%
42	RankGPT		2%
43	n8n		2%
44	LangSearch		2%
45	Cloudflare		2%
46	Beijing Academy of Artificial Intelligence		2%
47	RankLLM		2%
48	DeepInfra		2%
49	cross-encoder/ms-marco-MiniLM-L6-v2		2%
50	DeepsetCompany behind Haystack, a mature framework for production-grade, on-premise RAG pipelines.	Company behind Haystack, a mature framework for production-grade, on-premise RAG pipelines.	2%
51	Milvus		2%
52	RankArena		2%
53	CustomGPT		2%
54	MiniLM-L12-H384-uncased		1%
55	Mongodb		1%
56	Mistral		1%
57	ZBrain		1%
58	Anthropic		1%
59	Rankify		1%
60	Redis		1%
61	Qwen-3		<1%
62	ACL Anthology		<1%
63	Vectorize		<1%
64	DuoT5		<1%
65	pgvector		<1%
66	AutoRAG		<1%
67	RankT5		<1%
68	Slashdot		<1%
69	Together AI		<1%
70	Mosaic AI		<1%
71	Swirla iConnect		<1%
72	MM-R5		<1%
73	Unstructured		<1%
74	Supermemory		<1%
75	VecRank		<1%
76	Zilliz		<1%
77	Coalfire		<1%
78	Lucidworks		<1%
79	Melious		<1%
80	Mem0		<1%
81	MyScale		<1%
82	QuePasa		<1%
83	BAAI		<1%
84	E2Rank		<1%
85	IBM		<1%
86	Mastra		<1%
87	Oracle		<1%
88	RankLib		<1%
89	Similar Labs		<1%
90	Zephyr Project		<1%
91	Free		<1%
92	Meta Llama		<1%
93	Vespa (Big Data Platform)		<1%
94	MS MARCO		<1%
95	PyTerrier		<1%
96	Pypi		<1%
97	Fireworks.ai		<1%
98	Meta		<1%
99	NVIDIA GeForce RTX 5060		<1%
100	Tilde		<1%