ReasoningOpenAI

o3 Deep Research

o3 Deep Research is OpenAI's specialized reasoning model designed for in-depth research tasks, featuring a 200K token context window and multimodal capabilities.

Context 200K
Tier Reasoning
Modalities text, image
Input from
$2.00 / 1M tokens
across 2 providers

API Pricing

Cheapest on OpenRouter 67% below avg
ProviderInput / 1MOutput / 1MSpeedTTFTUpdated
$2.00$8.00115 t/s6.8s4/14/2026
$10.00$40.00115 t/s6.8s4/11/2026

Prices updated daily. Last check: 4/14/2026

Model Details

General

Creator
OpenAI
Family
o-series
Tier
Reasoning
Context Window
200K
Modalities
Text, Image

Capabilities

Tool Calling
No
Open Source
No

Strengths & Limitations

  • Specialized architecture optimized for multi-step reasoning and research workflows
  • 200K token context window enables processing of lengthy research materials in single sessions
  • Multimodal support allows analysis of both text documents and images
  • Part of OpenAI's o-series reasoning model family with enhanced analytical capabilities
  • Designed for sustained analytical thinking across complex research tasks
  • Can synthesize information from multiple sources within the context window
  • Optimized for accuracy and thoroughness over speed in research scenarios
  • No tool calling support limits integration with external research databases and APIs
  • Proprietary model with no access to underlying weights or architecture details
  • Likely slower response times compared to standard conversational models due to reasoning optimization
  • Specialized for research tasks may make it less suitable for general conversational use
  • Limited to information within context window without external tool access

Key Features

200K token context window
Text and image input support
Multi-step reasoning optimization
Research-focused analytical capabilities
Extended reasoning processing
Document synthesis and analysis
Evidence evaluation workflows
Cross-source information integration

About o3 Deep Research

o3 Deep Research is OpenAI's specialized reasoning model within the o-series family, specifically engineered for comprehensive research and analysis tasks. As part of OpenAI's reasoning-focused model line, it sits alongside other o-series models but with distinct optimizations for deep research workflows that require sustained analytical thinking and thorough investigation of complex topics. The model operates with a 200,000 token context window and supports both text and image inputs, enabling it to process lengthy documents, research papers, and visual materials within a single session. Its architecture is optimized for multi-step reasoning, allowing it to maintain coherent analysis across extended research processes that might involve synthesizing information from multiple sources, evaluating evidence, and drawing nuanced conclusions. o3 Deep Research is particularly valuable for academic research, investigative journalism, market analysis, and other domains requiring systematic information gathering and analysis. Unlike general-purpose models that prioritize speed and broad capabilities, this model is designed to spend additional computational resources on thorough reasoning, making it suitable for tasks where depth and accuracy of analysis are more important than rapid response times.

Common Use Cases

o3 Deep Research is designed for scenarios requiring thorough investigation and analysis rather than quick responses. Academic researchers can use it to analyze multiple papers and synthesize findings across studies. Investigative journalists can leverage its capabilities to examine evidence, cross-reference sources, and develop comprehensive reports. Business analysts can conduct in-depth market research by processing industry reports, competitor analyses, and trend data within the model's substantial context window. Legal professionals can use it for case research and document review, while policy researchers can analyze complex regulatory documents and their implications. The model excels in any workflow where systematic reasoning, evidence evaluation, and comprehensive analysis are more valuable than rapid turnaround times.

Frequently Asked Questions

How much does o3 Deep Research cost per million tokens?

o3 Deep Research pricing varies by provider and may differ from standard o-series model rates due to its specialized reasoning capabilities. Check the pricing table above for current rates across all available providers.

What is o3 Deep Research best used for?

o3 Deep Research excels at comprehensive research tasks requiring sustained analytical thinking, such as academic literature reviews, investigative journalism, market research, legal document analysis, and policy research. Its 200K context window and reasoning optimization make it ideal for synthesizing information from multiple lengthy sources.

How does o3 Deep Research differ from other o-series models?

o3 Deep Research is specifically optimized for research workflows and extended analysis tasks, whereas other o-series models may be designed for different reasoning applications like coding or mathematical problem-solving. It emphasizes thoroughness and multi-step reasoning over response speed, making it uniquely suited for investigative and analytical work.