What Cohere does
Cohere is a Toronto-founded enterprise AI company building large language models and supporting products for secure, private deployment. The company’s positioning centers on “enterprise AI for business” rather than consumer chat, with deployment options intended to fit enterprise security and data-governance requirements (for example, running inside customer environments, including private cloud/VPC or on-premises, rather than requiring data to be handled purely via a public SaaS chat interface). Cohere’s model lineup includes generative language models (Command family), retrieval-augmented generation (RAG) components (embeddings and reranking), and other enterprise-oriented capabilities (including transcription and document parsing), which Cohere connects into an enterprise platform.
From a product standpoint, Cohere describes an end-to-end platform approach: models exposed via an API and also via dedicated/private deployment options, plus higher-level enterprise software workflows such as Compass (search and retrieval) and North (agentic workflow/automation for teams). Cohere’s differentiation is primarily its enterprise deployment flexibility and “security-first” framing, expressed across its platform and deployment documentation, and reinforced by enterprise-focused product launches (e.g., Parse for document intelligence and new North offerings). On the model side, Cohere emphasizes task specialization and RAG/agent usefulness through dedicated model types such as embeddings and rerankers, and through productized integration into Compass and North workflows. Overall, Cohere’s strategic position is to serve regulated and security-conscious enterprise customers who want control over their AI stack and deployment location, while still using high-capability frontier and task-specific model families.