Recommendation SystemVerified
Reviewed and published by trentmaziarz, May 11, 2026. Discovered and drafted by our automated research pipeline.
Cohere offers the Rerank model, which takes a search query and a list of documents and re-sorts them by relevance so the most useful results appear first. It is used inside enterprise search systems and AI agent pipelines to improve the precision of information retrieval.
Details
The Rerank API receives a query and a list of candidate documents, then scores and reorders them by semantic relevance using a cross-encoder architecture that processes the query and each document together. The current version, Rerank 4 (released December 2025), supports a 32K context window, over 100 languages, and a self-learning capability that allows users to customize ranking preferences without additional labeled data. It is available on the Cohere Platform, AWS SageMaker, Microsoft Azure AI Foundry, and as a private deployment.
Products affected
Rerank 4Rerank 3.5NorthCompass
Sources & Evidence
Company Disclosure
Cite this record
Trace Foundation. (2026). Cohere: Cohere offers the Rerank model, which takes a search query and a list of documents and re-sorts them by relevance so the most useful results appear first. It is used inside enterprise search systems and AI agent pipelines to improve the precision of information retrieval (data as of 2026-05-11) [Data set record]. AI Trace. https://www.aitrace.org/r/practice/3242f846-bd09-497c-a381-2b3fed41433e. Accessed October 5, 2026.
- Stable link
- https://www.aitrace.org/r/practice/3242f846-bd09-497c-a381-2b3fed41433e
- 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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