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Command R+ vs o3 Deep Research

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Command R+ and o3 Deep Research.

Cohere

Command R+

Cohere's enterprise-optimized model built for advanced Retrieval-Augmented Generation (RAG) and multi-step tool use. Highly effective for multilingual business processes.

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OpenAI

o3 Deep Research

o3-deep-research is OpenAI's advanced model for deep research, designed to tackle complex, multi-step research tasks. Note: This model always uses the 'web_search' tool which adds additional cost.

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Technical Specifications

SpecificationCommand R+o3 Deep Research
ProviderCohereOpenAI
Context Window128,000 tokens200,000 tokens
Agent Suitability86/100N/A
Time to First Token (TTFT)350 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-04-042025-10-10

API Pricing Comparison

Input Price per Million Tokens

Command R+

$2.50

o3 Deep Research

$10.00

Output Price per Million Tokens

Command R+

$10.00

o3 Deep Research

$40.00

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Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
7570.0%vsN/A
Command R+
o3 Deep Research
HumanEvalPython coding & logic synthesis
7800.0%vsN/A
Command R+
o3 Deep Research
MATHComplex mathematical problem solving
6200.0%vsN/A
Command R+
o3 Deep Research
GPQAGraduate-level expert reasoning
4200.0%vsN/A
Command R+
o3 Deep Research
HellaSwagCommonsense reasoning and inference
8250.0%vsN/A
Command R+
o3 Deep Research
MT-BenchMulti-turn conversation flow quality
800.0%vsN/A
Command R+
o3 Deep Research

Command R+ Quirks & Gotchas

  • โ–ธOptimized for RAG workflows โ€” best enterprise document search model
  • โ–ธTool calling requires explicit step definitions in Cohere's tool-use format

o3 Deep Research Quirks & Gotchas

No developer gotchas reported.