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GPT-5.2 pro vs o3 Deep Research

GPT-5.2 pro vs o3 Deep Research: o3 Deep Research is cheaper for input-heavy usage ($10.00/M vs $21.00/M input tokens), while GPT-5.2 pro is better for long-context tasks (1,000,000 tokens).

Direct answer: choose o3 Deep Research for lower token spend and choose GPT-5.2 pro when your workload needs longer context.

Compare input and output token pricing, context windows, and monthly cost estimates on one page so you can pick the cheaper model fast.

OpenAI
GPT-5.2 pro
vs
OpenAI
o3 Deep Research

Cost Comparison (1000 input + 500 output tokens, 100 requests/day)

GPT-5.2 pro

Per Request:$0.105
Daily:$10.50
Monthly:$315.00
Yearly:$3,832.50

o3 Deep Research

Per Request:$0.03
Daily:$3.00
Monthly:$90.00
Yearly:$1,095.00

Cost Differences

$0.075
Per Request
$7.50
Daily
$225.00
Monthly
$2,737.50
Yearly

o3 Deep Research costs less than GPT-5.2 pro

Quick Recommendation

Winner for direct API pricing: o3 Deep Research. At the default workload, o3 Deep Research saves about $225.00/month ($2,737.50/year) versus GPT-5.2 pro.

Feature Comparison

FeatureGPT-5.2 proo3 Deep Research
ProviderOpenAIOpenAI
Input Price$21.00/1M tokens$10.00/1M tokens
Output Price$168.00/1M tokens$40.00/1M tokens
Context Window1,000,000 tokens200,000 tokens
Max Output131,072 tokens32,768 tokens
Categoryreasoningreasoning
Capabilities
textvisionaudiocodereasoning
textreasoningvisioncode
Release Date12/11/20256/26/2025

GPT-5.2 pro vs o3 Deep Research: Which Should You Choose?

Choosing between GPT-5.2 pro and o3 Deep Research depends on your priorities: cost efficiency, context length, or raw capability. o3 Deep Research is the more affordable option at $10.00/1M input tokens52% cheaper than GPT-5.2 pro. Meanwhile, GPT-5.2 pro offers a significantly larger context window at 1,000,000 tokens vs 200,000 for o3 Deep Research.

Both models are in the reasoning category, making this a direct head-to-head comparison. At scale — say 10,000 requests per day — the cost difference adds up: o3 Deep Research would save you roughly $22,500.00/month compared to GPT-5.2 pro. For startups and indie developers, that difference can be significant.

Output costs matter too. GPT-5.2 pro charges $168.00/1M output tokens vs $40.00 for o3 Deep Research. For generation-heavy workloads (content creation, code generation, summarization), output pricing often dominates your bill. o3 Deep Research has the edge here at $40.00/1M output tokens.

Multimodal capabilities: Both models support vision (image understanding), so you can send images alongside text prompts with either option.

Best Use Cases

Choose GPT-5.2 pro when:

  • • You need a larger context window (1,000,000 tokens)
  • • You need more capabilities (audio)
  • • You need longer outputs (up to 131,072 tokens)
  • • You're already using OpenAI's API ecosystem

Choose o3 Deep Research when:

  • • Budget is a primary concern
  • • You're already using OpenAI's API ecosystem

Pros and Caveats at a Glance

GPT-5.2 pro

  • Input pricing: $21.00/M tokens
  • Output pricing: $168.00/M tokens
  • Context window: 1,000,000 tokens
  • Max output: 131,072 tokens

Watch out for

  • Higher input cost than o3 Deep Research
  • Higher output cost than o3 Deep Research

o3 Deep Research

  • Input pricing: $10.00/M tokens
  • Output pricing: $40.00/M tokens
  • Context window: 200,000 tokens
  • Max output: 32,768 tokens

Watch out for

  • Smaller context window than GPT-5.2 pro

Try Different Scenarios

Use the calculator below to see how costs change with different usage patterns

GPT-5.2 pro (OpenAI)

o3 Deep Research (OpenAI)

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Frequently Asked Questions

Which is cheaper, GPT-5.2 pro or o3 Deep Research?
o3 Deep Research is cheaper for input tokens at $10.00 per million tokens vs $21.00 for GPT-5.2 pro — that's 52% savings on input costs.
What is the context window difference between GPT-5.2 pro and o3 Deep Research?
GPT-5.2 pro supports 1,000,000 tokens while o3 Deep Research supports 200,000 tokens — a difference of 800,000 tokens in favor of GPT-5.2 pro.
Which model is better for AI Agent / Agentic Workflows?
Both models support text, code, reasoning. For ai agent / agentic workflows, o3 Deep Research is the lower-cost option, while GPT-5.2 pro offers a larger context window (1,000,000 vs 200,000 tokens). Choose o3 Deep Research for budget sensitivity or GPT-5.2 pro for longer context tasks.
Which model has better overall pricing for heavy usage?
At 100 requests/day with 1,000 input and 500 output tokens each, GPT-5.2 pro costs about $315.00/month and o3 Deep Research costs about $90.00/month. Overall, o3 Deep Research has lower combined input + output rates ($10.00 in, $40.00 out) vs GPT-5.2 pro.

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