# Introducing Rerank 5: More relevant results, less context

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Category: product-launch

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Every token your LLM reads is a token you pay for, and retrieval determines which tokens those are. Today, we’re introducing

Rerank 5, our most advanced model family for enterprise retrieval.

Rerank 5 improves the shortlist from your existing keyword, vector, or hybrid search with just a few lines of code - no need to reindex your data. Rerank 5 Pro delivers our highest retrieval quality, while Rerank 5 Fast is optimized for high-volume and latency-sensitive applications.

Highlights

Find better evidence for complex questions. Rerank 5 Pro leads every headline public benchmark we evaluated, spanning reasoning-intensive search, enterprise documents, and general-purpose retrieval.

Context Focus. New to Rerank 5 - identify and score the most relevant passages inside each document, sending less context to your LLM while retaining answer quality.

Make reliable relevance decisions. Calibrated scores remain consistent across queries and domains, helping applications use a single threshold to filter weak results, trigger another search, or respond that no relevant evidence was found.

Choose quality or speed without changing your stack. Fast outperforms our previous-generation Pro model across all four headline benchmarks and delivers up to 2.9x Pro’s throughput, while using the same Rerank API.

Retrieve across enterprise data. Rerank 5 delivers strong results across finance, healthcare, scientific research, parsed PDFs, and more than 100 languages.

Start reranking

Rerank 5 is available through the

Cohere API,

Model Vault, Microsoft Foundry

(Fast,

Pro), and Amazon SageMaker

(Fast,

Pro), as well as for private deployment in your VPC or on-premises.

Create an API key and add Rerank 5 after the search you already run. To explore Context Focus and see the full results,

read the announcement.

Learn about Rerank 5

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