Voyage voyage-context-4
What ChatGPT, Claude, Gemini & Grok actually say · August 2026
The verdict
Voyage voyage-context-4 appears in 1 AI-ranked category — best position #5 for long-context embedding apis for document rag.
Best overall for document RAG: context-aware chunk vectors preserve document-wide meaning, built-in chunking handles up to 120K tokens per request, retrieval quality edges voyage-4-large, and pricing is strong
Where Voyage voyage-context-4 falls short, per the models
- GPT Proprietary workflow creates vendor lock-in and is not for teams requiring self-hosting
Poll history — On this board 1 of 2 polls since Aug 3 — off it in the latest
#3 → –
Top alternatives per the models: Cohere Embed 4 · Voyage voyage-4-large · Voyage voyage-3-large · Voyage voyage-context-3
Watch Voyage voyage-context-4
Boards re-poll weekly and the models change their minds. One short email only when Voyage voyage-context-4's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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Voyage voyage-context-4 ranks #5 for best long-context embedding apis for document rag by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-long-context-embedding-apis-for-document-rag?utm_source=badge&utm_medium=embed&utm_campaign=badge-voyage-voyage-context-4)<a href="https://modelsagree.com/best/best-long-context-embedding-apis-for-document-rag?utm_source=badge&utm_medium=embed&utm_campaign=badge-voyage-voyage-context-4"><img src="https://modelsagree.com/badge/voyage-voyage-context-4.svg" alt="Voyage voyage-context-4 — ranked #5 for Best long-context embedding APIs for document RAG by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology