Data AnalysisVerified
Reviewed and published by trentmaziarz, May 11, 2026. Discovered and drafted by our automated research pipeline.
Cohere offers the Embed model family, which converts text and images into numerical representations called embeddings so that enterprise search systems can find documents by meaning rather than exact keyword matches. The most recent version, Embed 4, supports over 100 languages and can process both text and images together.
Details
The Embed models (currently Embed 4, released in April 2025) take text or image inputs and produce vector embeddings, which are numerical codes that capture semantic meaning. These embeddings power search systems, classification, clustering, and RAG pipelines. Embed 4 is available on the Cohere Platform, AWS SageMaker, and Azure AI Foundry, and supports multilingual and multimodal enterprise search including PDFs with mixed text and images.
Products affected
Embed 4Embed 3Cohere Platform
Sources & Evidence
Company Disclosure
Cite this record
Trace Foundation. (2026). Cohere: Cohere offers the Embed model family, which converts text and images into numerical representations called embeddings so that enterprise search systems can find documents by meaning rather than exact keyword matches. The most recent version, Embed 4, supports over 100 languages and can process both text and images together (data as of 2026-05-11) [Data set record]. AI Trace. https://www.aitrace.org/r/practice/fc942db3-0bf9-4ef2-b233-da55222b2bba. Accessed October 3, 2026.
- Stable link
- https://www.aitrace.org/r/practice/fc942db3-0bf9-4ef2-b233-da55222b2bba
- Data as of
- May 11, 2026
- Last verified
- Not recorded
Other practices by Cohere
OtherCohere deployed Transcribe, an open-source automatic speech recognition model that converts spoken audio into text across 14 languages. It is available as a free API, a downloadable open-source model, and as a managed enterprise service through Cohere's Model Vault platform.ProductivityCohere offers North, an enterprise platform that lets companies build and deploy AI agents to automate complex workflows across business functions such as HR, finance, customer support, and IT. North can run entirely on a company's own servers or in a private cloud, so sensitive data never leaves the organization.OtherCohere's nonprofit research lab, Cohere Labs, offers the Aya family of open-source multilingual language models designed to expand AI access to underrepresented languages. The Aya models cover up to 101 languages and are freely available for research, but not permitted for commercial use.
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