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AI Tool Guide

Cohere: what it is and what it is best at

Enterprise-focused language models built for search, retrieval and private deployment.

The short version

At a glance

Made byCohere
CategoryModel makers
Strongest atprivacy & control, data & analytics, writing & documents
NameTo cohere is to hold together, a fitting name for models used to connect enterprise knowledge.

Overview

What Cohere is

Cohere builds language models for businesses, with a focus on retrieval, search, multilingual use and deployment in a customer's own cloud or data centre.

Its Command A+ model, released with open weights, is aimed at organizations that need sovereignty and control.

Current models. Public reports describe Command A+ (May 2026), a 218B-parameter mixture-of-experts model under Apache 2.0, and a planned combination with Aleph Alpha announced in April 2026.

Where it is strong

Capability profile

  • Coding3/5
  • Data & analytics4/5
  • Writing & documents4/5
  • Research4/5
  • Image, audio & video2/5
  • Agents & automation4/5
  • Privacy & control5/5
  • Ease of use3/5

Scores are Halden’s editorial view of typical fit on a 0–5 scale. They are not benchmark results and will differ by task, model version and plan: test on your own work.

Coding, analytics, documents, research

How it performs by task

3

Coding

Not its main focus; adequate for enterprise automation.

4

Analysis & analytics

Strong in retrieval and structured extraction over private data.

4

Documentation & writing

Reliable enterprise drafting and translation across many languages.

4

Research

Excellent when grounded in your own documents.

Practical tips

Get more from Cohere

  1. Start with a retrieval use case on documents you already trust.
  2. Include security and legal teams early.
  3. Evaluate private deployment options.

Watch-outs

  • Requires more setup than a consumer assistant.
  • Specifications from secondary coverage should be checked on Cohere's model cards.

What has changed recently

Latest news and releases

  1. Command A+ released as open weights

    Reported as a 218B mixture-of-experts model that can run on two H100 GPUs.

    Source: Standard-Journal / Business Wire
  2. Cohere and Aleph Alpha plan to combine

    Reports say Cohere agreed to combine operations with Aleph Alpha.

    Source: Systems Analysis

Compiled on October 9, 2026 from public reporting, much of it secondary. Dates, names and specifications can change, so confirm on Cohere’s own site before you rely on them.

Go deeper

How-to guides for Cohere and similar tools

Keep exploring

Compare with other tools

FAQ

Cohere: common questions

Who uses Cohere?

Enterprises and public bodies that want control over deployment.

Is Cohere open?

Command A+ has been reported as open-weight under Apache 2.0.

What is it best for?

Search, retrieval and multilingual enterprise work.

A next step

Choose tools on evidence from your own work.

Run a short pilot with the people who will use Cohere, measure the result, and decide with data, not hype.

Free assessments

Where does your organization stand with AI?

Five short assessments, an instant profile and three practical next steps.

01Readiness02Strategy03Workforce04Implementation05Advisory

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