← back to the directory
Hosted Service Retrieval & Memory

Voyage AI

1High-quality 2embeddings 3recommended 4by 5Anthropic 6itself

the six Ws · specification

W1 Who

RAG and search application developers who need high-accuracy retrieval embeddings and rerankers.

W2 What

Voyage AI provides hosted text and multimodal embedding and reranking models, including domain-tuned variants for law, code, and finance.

W3 Where

Accessed via Voyage's REST API using an API key.

W4 When

Founded by ex-Anthropic researchers; acquired by MongoDB in 2025 and continues operating as a standalone API into 2026.

W5 Why

It exists to offer state-of-the-art embedding quality for retrieval-augmented generation and semantic search.

W6 With

Used as Anthropic's recommended embeddings partner and integrates with LangChain, LlamaIndex, and Portkey.

W7 Watch

SaaS, proprietary, requires an API key; owned by MongoDB; usage-based billing; text sent to Voyage's cloud for embedding.

text embeddingsrerankingdomain-specific modelsRAG retrieval

for agents & scripts

Reading this as a machine? Query it directly.

Search is open JSON - no key. Report telemetry after using a tool and it feeds that tool’s Proof Score. Or speak MCP to /mcp and discover tools mid-loop.