Embedding model from Canadian vendor Cohere for text and images in 100+ languages, via API, dedicated or private deployment.

Voyage AI AI features and pricing (October 2026)
MongoDB's embedding and reranker API with general, multilingual and domain models for finance, legal and code.
from $0.02 usage-based
Pricing details
Billed per million tokens; the first 200 million tokens of Voyage 4 models are free per account, 50 million for domain models; images billed additionally per billion pixels (as of September 2026).
What is Voyage AI?
Voyage AI provides embedding models and rerankers through an API for semantic search and retrieval-augmented generation. It is owned by MongoDB and offers general, multilingual and domain-specific models.
The current Voyage 4 series includes large, standard and lite models with 32,000-token context and selectable dimensions from 256 to 2,048, plus an open-weight nano model on Hugging Face. Domain models cover finance, law and code, and multimodal models embed text with images and video frames. The models are also offered through the AWS and Azure marketplaces for deployment in a customer's own cloud account.
Voyage AI AI features and use cases
- Retrieves passages for RAGVoyage models embed documents and queries so that a vector database returns the most relevant passages for a language model. Teams building assistants get better source passages without training their own model.
- Searches legal and financial textvoyage-law-2 and voyage-finance-2 are tuned for legal and financial documents. Legal and finance teams can search contracts or filings with models built for that vocabulary.
- Reorders search resultsRerankers score a shortlist of results against the query and put the most relevant first. This improves answer quality in search and RAG pipelines at a low per-token cost.
What sets Voyage AI apart
- Domain-specific embedding models for finance, law and code.
- Large free token allowance per account for the Voyage 4 series.
- Available through AWS and Azure marketplaces for deployment in your own cloud account.
Where Voyage AI is strongest
Voyage AI belongs to MongoDB, Inc., a US company.
Questions to ask before you buy Voyage AI
Check where embeddings are processed when you use the hosted API, and whether the marketplace deployment in your own cloud account fits your data rules better. Ask MongoDB for the data processing terms and compliance reports. Budget beyond the free allowance per million tokens, and plan for re-embedding if you change models.
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Questions about Voyage AI
Is there a free allowance?
Yes. The first 200 million tokens for Voyage 4 models and voyage-code-3, or 50 million for the older domain models, are free for every account.
Who owns Voyage AI?
Voyage AI is part of MongoDB, Inc., as the copyright notice on its website states.
Can I run Voyage models in my own cloud?
Voyage documents deployment through the AWS Marketplace and the Azure Marketplace, which runs the models inside your own cloud account.
Voyage AI update historyno updates yet
No changes recorded for Voyage AI yet.
Changes the vendor made and confirmed user reports, each checked against the vendor's own pages. We review every tool monthly.
Alternatives to Voyage AI
Tools in the same category (Embedding APIs) with the most overlapping markets.
Embedding and reranker API from Berlin-based Jina AI, part of Elastic since October 2025, with multilingual and multimodal models.
Open embedding model from the Beijing Academy of AI for more than 100 languages, with dense, sparse and multi-vector retrieval in one model.
Multilingual embedding models from Berlin-based Jina AI; the small version has 677 million parameters and 32,768 tokens of input.



