Head-to-head
Voyage voyage-3-large vs Voyage voyage-4-large
Voyage voyage-4-large leads: the AI models rank it above its rival on 1 of the 1 leaderboard they share. Based on how ChatGPT, Claude, Gemini & Grok rank both across the leaderboard they share — re-polled on demand, reasoning shown verbatim.
| Leaderboard | Voyage voyage-3-large | Voyage voyage-4-large |
|---|---|---|
| Best long-context embedding APIs for document RAG | #3 / 15 | #2 / 15 |
Why the models rank Voyage voyage-3-large — on best 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.”
Why the models rank Voyage voyage-4-large — on best long-context embedding apis for document rag
“Best conventional text-embedding API, combining leading retrieval quality, 32K context, multilingual support, selectable 256–2048 dimensions, and excellent price-performance; near-tied with Cohere Embed 4, but stronger for text-first RAG”
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Ranks from the merged 4-model leaderboards · re-polled on demand · methodology