Cohere Embed 5: What Are Frontier Embedding Models?

Nils Reimers, VP of AI Search at Cohere, tells AI Magazine how Embed 5 slashes enterprise storage costs while pushing frontier retrieval quality

Cohere Embed 5: What Are Frontier Embedding Models?

TL;DR

  • Cohere's Embed 5 offers advanced retrieval quality for enterprise data with improved efficiency and reduced costs.
  • Embed 5 Pro is optimized for maximum quality in multimodal, multilingual, financial, code, and parsed-document retrieval.
  • Embed 5 Fast provides competitive performance for workloads sensitive to latency and cost.
  • Both tiers share a single embedding space, allowing seamless switching between Pro and Fast models.
  • Embed 5 Pro demonstrates strong performance against leading models from competitors like Voyage, Google Gemini, and OpenAI.
  • The models are generally available on Cohere API, Model Vault, Microsoft Foundry, and Amazon SageMaker.
  • Embed 5 addresses AI adoption bottlenecks by improving data readiness, especially with visually rich documents.
  • Pricing is set at US$0.12 per million tokens for Pro and US$0.08 per million tokens for Fast.