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AI MODELS

Voyage AI by MongoDB

Build trustworthy, production-grade AI applications and agents with best-in-class embedding models—accessible via standalone API or natively in Atlas.

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High-accuracy retrieval for production AI agents

Maximize your retrieval performance with state-of-the-art accuracy that reduces hallucinations across complex and multimodal data.

  • State-of-the-art retrieval accuracy
  • Database agnostic
  • High performance, low latency
Voyage AI data illustration
Frontier AI Innovation

Frontier AI Innovation

Innovative features like compatibility between models (Voyage 4) and semantic video retrieval (voyage-multimodal-3.5) continually push the boundaries of retrieval, ensuring your AI applications are built on the most accurate, contextually aware, and flexible models available.

Read about voyage-multimodal-3.5

Architectural flexibility. Operational simplicity.

Build your agent your way. Use a standalone, database-agnostic API or native Atlas integration for a unified stack and simpler operations. Minimize lock-in or move to a simpler, fully integrated operational experience without changing models.

Maintain absolute stack independence. Our database-agnostic API works seamlessly with any vector-capable database or AI framework across your chosen cloud architecture, ensuring your embeddings remain portable and entirely free from vendor lock-in.

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Python

Innovators choose Voyage AI

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GEN AI
“We were looking for extremely accurate embedding models, and Voyage AI provided accuracy at scale. The Python APIs that Voyage comes out of the box with are also extremely lightweight and very fast. When it comes to document storage, when it comes to unstructured data, MongoDB is the place. It’s the bookend for value creation and value delivery.”
Sudheesh Nair
Cofounder and CEO, TinyFish
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GEN AI
“We were looking for extremely accurate embedding models, and Voyage AI provided accuracy at scale. The Python APIs that Voyage comes out of the box with are also extremely lightweight and very fast. When it comes to document storage, when it comes to unstructured data, MongoDB is the place. It’s the bookend for value creation and value delivery.”
Sudheesh Nair
Cofounder and CEO, TinyFish
Read Story
GEN AI
“We started working with Voyage before its acquisition by MongoDB and immediately saw that it outperformed other embedding models, so we made the switch. We were very excited because we were able to use the new model in a bunch of code‑retrieval benchmarks. Until that point, we’d not seen any other embedding model that even made a dent in retrieval performance. Voyage is now core to our entire platform.”
Eno Reyes
Co-founder and CTO, Factory
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96%time reduction in planning experiences
15 millioncustomers served
MODERNIZATION
“MongoDB Atlas is the silver bullet. It’s a solution for your database, your search, and now it’s providing AI tools. It’s taken us beyond operational transformation to a solution that we’re rolling out everywhere.”
Muhammad Ali Khan
Group Head of Technology, TUI Musement
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90%latency reduction
65%operational cost reduction
CONTENT MANAGEMENT
“We needed a solution that was going to scale much better. We already had storage on MongoDB, and it made sense to simply use MongoDB to process vectors instead of sending the data to an external pipeline.”
Chris Chen
Global VP of Architecture and Governance, Condé Nast
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40%accuracy improvement
67%reduction in latency
GEN AI
“Speed is key. By moving to the voyage-4-large model, our retrieval latency dropped from 300ms to 100ms across P50, P95, and P99. Voyage AI provides the accuracy and performance we need to deliver answers in under a second while the conversation is still happening.”
Aniket Patel
Founder, Tenali AI
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FAQ

Power your AI with best-in-class retrieval accuracy

Start building with Voyage AI to deliver the precision, scale, and freedom your next-generation applications and agents demand.
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READY FOR PRODUCTION AI
  • State-of-the-art retrieval accuracy
  • Total cloud neutrality and portability
  • Available natively in MongoDB Atlas
  • Enterprise-grade security and compliance roadmap
  • Free tokens for new users