{"slug":"cohere-embed-3","name":"Cohere Embed 3","domain":null,"verdict":"As of 2026-08-10, ChatGPT, Claude, Gemini, Grok collectively rank Cohere Embed 3 #8 of 15 for long-context embedding apis for document rag. Source: https://modelsagree.com/product/cohere-embed-3 (modelsagree.com, CC BY 4.0).","best_rank":8,"categories":1,"entries":[{"slug":"best-long-context-embedding-apis-for-document-rag","title":"Best long-context embedding APIs for document RAG","rank":8,"of":15,"score":3,"appearances":1,"modelRanks":{"Gemini":3},"reason":"Enterprise-grade RAG solution supporting up to 128,000 tokens, tight integration with Cohere Rerank, and superior multi-aspect document retrieval across diverse languages.","reasons":[{"model":"Gemini","reason":"Enterprise-grade RAG solution supporting up to 128,000 tokens, tight integration with Cohere Rerank, and superior multi-aspect document retrieval across diverse languages."}],"fixes":[{"model":"Gemini","fix":"High per-token pricing for large-scale initial document indexing, with no self-hosted open-weights alternative."}],"updated":"2026-08-10","rank_history":{"days":["2026-08-03","2026-08-10"],"ranks":[8,null]},"api":"https://modelsagree.com/api/v1/best/best-long-context-embedding-apis-for-document-rag.json"}],"page":"https://modelsagree.com/product/cohere-embed-3","check":"https://modelsagree.com/check?q=Cohere%20Embed%203","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}