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.

Trusted by industry leaders and developers worldwide

OracleDellRBCSAPSalesforceNotionAsanaMcKinseyAccenture

Transform fragmented data

Embed activates siloed enterprise data across every retrieval use case.

Give agents the context they need to reason over your data

Embed provides the semantic retrieval foundation for agentic applications — letting AI agents access the right information at the right moment to reason, plan, and act across your enterprise data.

  • Real-time semantic search across all enterprise data
  • Multimodal context for text, images, and documents
  • Sub-100ms retrieval at production scale

Foundation for semantic retrieval

Built for business documents

Generates unified embeddings for mixed-content documents containing text, graphs, tables, and images — mapping everything into the same embedding space.

Multilingual by design

Retrieves relevant content in 100+ languages and functions across language mismatches without requiring language identification or translation.

Advanced image understanding

Map visual assets and written content into the same semantic space for true multimodal retrieval across your enterprise knowledge base.

Industry-specific performance

Handles high-context business content like financial filings, legal contracts, and healthcare records with precision and reliability.

Production-ready features

Privately deployable

Deploy via VPC, on-premises, or major cloud services — your data never leaves your environment.

Efficient at scale

96% vector compression without quality loss, dramatically reducing vector database costs.

Robust in production

Production-ready for handling noisy, multilingual, and multimodal enterprise data at scale.

“AndAI Hub Embed has been transformative for our search accuracy. We've seen a dramatic improvement in how precisely we can surface relevant content for our users — the semantic understanding is unlike anything we've used before.”
AgoraEnterprise customer

Ready to put your data to work?

Start building semantic search, RAG applications, and AI agents grounded in your enterprise data.

Request a demo