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Cohere Vault Adds Open Models and Rerank 5 for Enterprise Retrieval

Developers can now run third-party open models in dedicated infrastructure alongside Cohere’s new high-precision reranking tools.

Cohere Vault Adds Open Models and Rerank 5 for Enterprise Retrieval
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1 outlet · newest source 180h ago

Key points

  • Model Vault now supports third-party open models including Gemma, Phi and Qwen on dedicated infrastructure.
  • Rerank 5 introduces context focus and calibrated scores to reduce token usage in retrieval workflows.
  • Encrypted Vault offers confidential computing for select open models, hiding prompts from the provider.

Cohere updated its documentation on 3 November 2026 to confirm that Model Vault and Model Vault Encrypted now run leading third-party open models alongside its proprietary systems. This expansion allows organisations to select specific models for distinct tasks while maintaining consistent security protections across their infrastructure.This update lets companies run popular open-source AI models on secure, dedicated servers managed by Cohere.The changelog confirms multi-vendor open model support in Model Vault alongside the release of Rerank 5 with context-aware retrieval capabilities.

Evidence: reportedCohere Changelog page updated: Open Models and Regional Serving in Model Vault

pagewatch-cohere

The evidence

The changelog states that Standard Vault supports models from DeepSeek, Z.ai, Xiaomi, NVIDIA, Google, OpenAI, Microsoft, Alibaba and Mistral AI. Encrypted Vault currently supports Gemma, GPT-OSS, Phi, Qwen, Devstral and Ministral. These encrypted deployments use confidential computing to ensure that neither Cohere nor the cloud provider can view prompts or responses.

The decision

Regional serving options differ between the two vault types. Model Vault operates in the United States, the European Union and Canada. Model Vault Encrypted is currently available only in the United States, with European Union and Canadian regions described as coming soon. Pricing is structured per GPU per hour for both standard and encrypted tiers.

What the evidence means

Developers interact with these open models via an OpenAI-compatible Chat Completions API at their vault endpoint. The system enforces zero data retention by default, meaning prompts and responses are not stored. Users seeking reserved capacity or private deployments in their own VPC or on-premises are directed to contact the sales team.

What builders can do with it

Builders can integrate Rerank 5, released on 21 October 2026, into their retrieval pipelines via the Rerank API, Microsoft Foundry or Amazon SageMaker. The pro variant targets high-quality ranking for complex reasoning tasks, while the fast variant prioritises low latency and high throughput. Both variants support a 32k token context window and over 100 languages.

Evidence: confirmedCohere Changelog page updated: Open Models and Regional Serving in Model Vault

pagewatch-cohere

Builders can utilise the Context Focus feature to receive character spans of the most relevant passages within documents. This allows applications to pass only those snippets to large language models, thereby reducing token costs or highlighting matches for users. Calibrated relevance scores enable consistent thresholds across different queries and domains.

Why it matters

  • Confidential computing in Encrypted Vault addresses data privacy concerns for sensitive enterprise workloads by preventing provider-side visibility of prompts.
  • The OpenAI-compatible API endpoint simplifies integration for developers already using OpenAI libraries, reducing the friction of adopting third-party models.
  • Context Focus in Rerank 5 provides a technical mechanism to lower inference costs by minimising the context passed to downstream language models.
  • Regional availability constraints may limit data residency compliance options for organisations requiring encrypted processing outside the United States.

Topics: models, Cohere, retrieval, open source, enterprise AI

Updated

Then / now / next

Then

Model Vault previously ran only Cohere’s proprietary models on dedicated infrastructure.

Now

Third-party open models are now available in both Standard and Encrypted Vaults.

Next

Watch for the expansion of Model Vault Encrypted to the European Union and Canada.

Story timeline

  1. Then Model Vault previously ran only Cohere’s proprietary models on dedicated infrastructure.
  2. 03 Nov 2026 Cohere Changelog page updated: Open Models and Regional Serving in Model Vault
  3. 04 Nov 2026 Cohere Changelog page updated: Embed 5 and Rerank 5 Are Now Available on OpenRouter
  4. Now Third-party open models are now available in both Standard and Encrypted Vaults.
  5. Next Watch for the expansion of Model Vault Encrypted to the European Union and Canada.

The strongest doubt

Counterpoint from the sources

Model Vault Encrypted is currently limited to the United States, which may restrict adoption for organisations with strict data residency requirements in Europe or Canada.

For readers

Policy

  • Encrypted Vault uses confidential computing to prevent provider visibility of prompts and responses.
  • Regional serving for encrypted vaults is currently limited to the United States.

Developers

  • Open models are served via an OpenAI-compatible Chat Completions API at the vault endpoint.
  • Rerank 5 supports semi-structured data including JSON, tables and YAML strings.

Business

  • Pricing is based on per GPU per hour usage for both standard and encrypted vaults.
  • Zero data retention is enabled by default in Model Vault deployments.

Ask the article

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Which of these is confirmed?

Check the answer

Builders can integrate Rerank 5, released on 21 October 2026, into their retrieval pipelines via the Rerank API, Microsoft Foundry or Amazon SageMaker.

The matched primary source and announcement wording support the confirmed label.

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Terms in this story

Confidential Computing

A technology that protects data in use by encrypting it within a secure enclave, preventing even the cloud provider from accessing it.

Context Focus

A Rerank 5 feature that returns specific character spans of relevant passages within documents to reduce token usage.

Model Vault

Cohere’s platform for running models on fully managed, dedicated infrastructure with consistent security protections.

Questions readers ask

Which open models are available in the encrypted vault?

Gemma, GPT-OSS, Phi, Qwen, Devstral and Ministral are available in Model Vault Encrypted.

Does Rerank 5 require re-indexing existing data?

No, Rerank reads raw text at query time, so upgrading does not require re-indexing or re-embedding the corpus.

Where is Model Vault Encrypted currently available?

It runs in the United States, with European Union and Canadian regions coming soon.

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Reading receipt

  • Model Vault now supports third-party open models including Gemma, Phi and Qwen on dedicated infrastructure.
  • Rerank 5 introduces context focus and calibrated scores to reduce token usage in retrieval workflows.
  • Encrypted Vault offers confidential computing for select open models, hiding prompts from the provider.
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Sources

  1. Cohere page watch

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