Price Per TokenPrice Per Token
OpenAI
OpenAI
vs
OpenAI
OpenAI

GPT-5.2 Pro vs o3 Mini High

A detailed comparison of pricing, benchmarks, and capabilities

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Key Takeaways

GPT-5.2 Pro wins:

  • Larger context window
  • Higher intelligence benchmark
  • Better at coding
  • Better at math
  • Supports vision

o3 Mini High wins:

  • Cheaper input tokens
  • Cheaper output tokens
  • Faster response time
  • Has reasoning mode
Price Advantage
o3 Mini High
Benchmark Advantage
GPT-5.2 Pro
Context Window
GPT-5.2 Pro
Speed
o3 Mini High

Pricing Comparison

Price Comparison

MetricGPT-5.2 Proo3 Mini HighWinner
Input (per 1M tokens)$21.00$1.10 o3 Mini High
Output (per 1M tokens)$168.00$4.40 o3 Mini High
Cache Read (per 1M)N/A$550000.00 o3 Mini High
Using a 3:1 input/output ratio, o3 Mini High is 97% cheaper overall.

GPT-5.2 Pro Providers

OpenAI $21.00 (Cheapest)

o3 Mini High Providers

OpenAI $1.10 (Cheapest)

Benchmark Comparison

7
Benchmarks Compared
5
GPT-5.2 Pro Wins
0
o3 Mini High Wins

Benchmark Scores

BenchmarkGPT-5.2 Proo3 Mini HighWinner
Intelligence Index
Overall intelligence score
51.225.1
Coding Index
Code generation & understanding
48.717.3
Math Index
Mathematical reasoning
99.0--
MMLU Pro
Academic knowledge
87.480.2
GPQA
Graduate-level science
90.377.3
LiveCodeBench
Competitive programming
88.973.4
AIME
Competition math
-86.0-
GPT-5.2 Pro significantly outperforms in coding benchmarks.

Cost vs Quality

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GPT-5.2 Pro
Other models

Context & Performance

Context Window

GPT-5.2 Pro
400,000
tokens
Max output: 128,000 tokens
o3 Mini High
200,000
tokens
Max output: 100,000 tokens
GPT-5.2 Pro has a 50% larger context window.

Speed Performance

MetricGPT-5.2 Proo3 Mini HighWinner
Tokens/second98.3 tok/s148.7 tok/s
Time to First Token46.57s54.66s
o3 Mini High responds 51% faster on average.

Capabilities

Feature Comparison

FeatureGPT-5.2 Proo3 Mini High
Vision (Image Input)
Tool/Function Calls
Reasoning Mode
Audio Input
Audio Output
PDF Input
Prompt Caching
Web Search

License & Release

PropertyGPT-5.2 Proo3 Mini High
LicenseProprietaryProprietary
AuthorOpenAIOpenAI
ReleasedDec 2025Feb 2025

GPT-5.2 Pro Modalities

Input
imagetextfile
Output
text

o3 Mini High Modalities

Input
textfile
Output
text

Related Comparisons

Compare GPT-5.2 Pro with:

Compare o3 Mini High with:

Frequently Asked Questions

o3 Mini High has cheaper input pricing at $1.10/M tokens. o3 Mini High has cheaper output pricing at $4.40/M tokens.
GPT-5.2 Pro scores higher on coding benchmarks with a score of 48.7, compared to o3 Mini High's score of 17.3.
GPT-5.2 Pro has a 400,000 token context window, while o3 Mini High has a 200,000 token context window.
GPT-5.2 Pro supports vision. o3 Mini High does not support vision.