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EMBED

Activate your enterprise data with secure AI retrieval

Embed turns text and images into embeddings to enable semantic retrieval in search systems, RAG architectures, and agentic applications — powering answers, insights, and action across the enterprise.

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Trusted by industry leaders and developers worldwide

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Transform fragmented data into actionable knowledge

From fetching relevant content for Q&A to surfacing task-critical context for agents, Embed enables fast, accurate retrieval across your data.

  • AI Agents
  • RAG Accuracy
  • Upgraded Search

Fuel enterprise AI agents

Power AI agents that understand your business — retrieving the right data to support reasoning, tool use, and generation across enterprise domains.

AI Agents UI
AI Agents UI

Learn more about Embed

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The foundation for semantic retrieval in real-world AI systems

Built to handle complexity and scale, Embed delivers precise retrieval across noisy, multilingual, and multimodal data.

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Read the documentation

Built for business documents

Generate a single embedding for mixed-modality docs containing text, graphs, and tables — simplifying your pipeline and improving accuracy by eliminating data pre-processing.

Generate a single embedding for mixed-modality docs containing text, graphs, and tables
Generate a single embedding for mixed-modality docs containing text, graphs, and tables

Multilingual by design

Embed retrieves relevant content in 100+ languages even when queries and source languages don’t match — returning accurate results without any need to identify language or translate.

Embed retrieves relevant content in 100+ languages even when queries and source languages don’t match
Embed retrieves relevant content in 100+ languages even when queries and source languages don’t match

Advanced image understanding

Map visual assets and written content into the same embedding space — making charts, dashboards, and design files just as searchable as any block of text.

Map visual assets and written content into the same embedding space — making charts, dashboards, and design files just as searchable as any block of text.
Map visual assets and written content into the same embedding space — making charts, dashboards, and design files just as searchable as any block of text.

Industry-specific performance

Embed handles high-context business content with precision — from financial filings to healthcare records — surfacing what’s most relevant, not just what matches the query keywords.

Embed handles high-context business content with precision — from financial filings to healthcare records — surfacing what’s most relevant, not just what matches the query keywords.
Embed handles high-context business content with precision — from financial filings to healthcare records — surfacing what’s most relevant, not just what matches the query keywords.

Secure, fast, reliable — Everything you need for production-ready retrieval

  • Privately deployable: Run Embed in your virtual private cloud (VPC) or on-premises environment to keep sensitive data secure — or deploy via major cloud services.
  • Efficient at scale: Compress embeddings by up to 96% without sacrificing quality — reducing vector database storage costs and improving performance at the scale of billions of embeddings.
  • Robust in production: Deliver accurate results across noisy, multilingual, and multimodal enterprise data — even on fragmented or domain-specific data.

Workplace solutions built on Embed

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North

Powered by Command, Compass, Embed, and Rerank, North helps you transform the way you work with secure AI agents, advanced search, and leading generative AI - all in one place.

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Compass

Unlock the potential of your data with an intelligent search and discovery system that doesn't compromise on security.

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Global organizations choose Embed for search and retrieval

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“Agora is an AI search engine that makes it easy to shop across 35,000 online stores in one place. We are blown away by Embed 4’s ability to accurately surface relevant products to search queries. E-commerce data is complex, containing images and multifaceted text descriptions. Being able to represent our products in a unified embedding makes our search faster and our internal tooling more efficient."

— Param Jaggi, Founder

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Agora Logo

“Agora is an AI search engine that makes it easy to shop across 35,000 online stores in one place. We are blown away by Embed 4’s ability to accurately surface relevant products to search queries. E-commerce data is complex, containing images and multifaceted text descriptions. Being able to represent our products in a unified embedding makes our search faster and our internal tooling more efficient."

— Param Jaggi, Founder

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Ready to put your data to work?

Talk to our team to learn how Embed can integrate with your stack, improve retrieval accuracy, and scale to production.

  • Discover how Embed performs across your languages, formats, and domains

  • Explore how Embed, Command, and Rerank can work together in RAG and agentic pipelines

  • Determine the right deployment path for your infrastructure and security needs

  • Get support integrating Embed and scaling semantic search and retrieval to production

Embed | Secure AI Retrieval | Cohere