Voyage voyage-3-large
What ChatGPT, Claude, Gemini & Grok actually say · August 2026
The verdict
Voyage voyage-3-large appears in 1 AI-ranked category — best position #3 for long-context embedding apis for document rag.
State-of-the-art retrieval accuracy for complex long-form text with a 32,000-token context window, benchmarked to lead in technical, legal, and long-document RAG tasks.
Where Voyage voyage-3-large falls short, per the models
- Gemini Proprietary API-only deployment with no open-weights option, creating vendor lock-in and data privacy constraints for air-gapped environments.
Poll history — On this board 1 of 2 polls since Aug 3 — off it in the latest
#4 → –
Top alternatives per the models: Cohere Embed 4 · Voyage voyage-4-large · Voyage voyage-context-3 · Voyage voyage-context-4
Head-to-head — how the models call it
Watch Voyage voyage-3-large
Boards re-poll weekly and the models change their minds. One short email only when Voyage voyage-3-large's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
Embed your ranking badge
Voyage voyage-3-large ranks #3 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-3-large)<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-3-large"><img src="https://modelsagree.com/badge/voyage-voyage-3-large.svg" alt="Voyage voyage-3-large — ranked #3 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