カオスマップに戻る
Command (Cohere)

Command (Cohere)

Overview

Cohere is an enterprise-focused AI company. Founded in 2019 in Toronto, Cohere has carved a unique position as an LLM provider specializing in enterprise RAG, retrieval, and agents rather than consumer chat. The current top model is Command A+, open-sourced under Apache 2.0 on May 19, 2026: a 218B sparse MoE that folds the four earlier Command A variants into one, with 256K context, 48 languages, and Cohere's first multimodal reasoning. Quantized to W4A4 it runs on as few as two H100s.

Current model: Command A+

Cohere's top model, specialized for RAG, tool use, agents, and multilingual work.

Performance and efficiency

MetricValue
Architecture218B sparse MoE (consolidating the four Command A variants)
GPU requirementFrom 2 H100s when quantized to W4A4
Context length256,000 tokens (~600 pages)
Languages48 languages
LicenseApache 2.0 (open source)

Key Features

1. Efficient GPU Requirements

Runs on just 2 A100/H100 GPUs — far fewer than the 32 required by some competitors. Dramatically lowers private deployment costs.

2. Enterprise RAG Specialization

Optimized for high-accuracy retrieval-augmented generation. Produces verifiable answers with citations.

3. Agentic Tool Use

Supports complex workflows with agent-style tool use.

4. North AI Platform

Cohere's enterprise agent platform for secure in-house automation.

5. Model Vault (Launched September 2025)

Dedicated inference platform. Deploy Command, Rerank, and Embed in isolated VPCs or on-premises — sensitive data never leaves your organization.

6. Multimodal support

Command A+ is Cohere's first multimodal reasoning model, folding enterprise-grade image understanding into the main API and superseding the vision-only Command A Vision.

7. North Mini Code 1.0 (open-source coding model)

Cohere's first developer-specific model: a 30B MoE that activates 3B parameters per token and runs on a single NVIDIA H100. The weights are public.

Specialized APIs (Key to RAG)

Rerank API

Specialized for reranking search results. Significantly improves RAG pipeline accuracy.

Embed API (Multilingual)

Multilingual embedding model. The current version is Embed v4 at $0.10 per 1M tokens. Cohere is recognized as industry-leading in multilingual RAG.

Pricing

ItemPrice
Command A+ / Command A API$2.50 / $10 per 1M tokens
Command R API$0.15 / $0.60 per 1M tokens
Command R7B API$0.0375 / $0.15 per 1M tokens
Embed v4$0.10 per 1M tokens
Rerank$2.00 per 1,000 searches
Private deploymentUp to 50% cheaper than API

Strengths

  • High-accuracy enterprise RAG
  • 48-language multilingual processing and embeddings
  • Command A+ is Apache 2.0 open source and self-hostable from two H100s
  • Model Vault for on-prem / VPC deployment
  • North AI platform for agentic automation
  • North Mini Code 1.0 covers coding workloads too

Weaknesses

  • No consumer product (no ChatGPT/Claude.ai-like app)
  • Lower brand awareness than OpenAI/Anthropic
  • No image/video generation
  • ❌ No consumer free tier

Official Resources

公式サイト