Context management
Voyage AI
Embedding and reranker model API tuned for retrieval quality on unstructured and multimodal data
Commercial
What it is
Our note
Voyage's voyage-context models embed chunks while keeping global document context in view, which is exactly the failure mode of naive chunk-level RAG over long documents. Its docs now brand it Voyage AI by MongoDB, so it is best read as MongoDB's retrieval-model layer.
At a glance
- Vendor
- MongoDB (Voyage AI)
- Business model
- Commercial
- Pricing
- voyage-4 $0.06/1M tokens, voyage-4-large $0.12, voyage-4-lite $0.02, voyage-context-4 $0.12, voyage-code-4 $0.12; rerank-2.5 $0.05/1M tokens; large free token grants pricing page ↗
- Self-hosting
- No, hosted only
- Access
- REST API (embeddings, rerank, batch API) with SDKs
Links and sources
- Official sitewww.voyageai.com
- Pricingdocs.voyageai.com/docs/pricing
Facts verified nov 10, 2026; added nov 10, 2026. Vendor facts come from the vendor’s own pages; benchmark claims are self-reported unless we say otherwise.