Key Takeaways
GPT-5.2 Pro wins:
- Larger context window
- Faster response time
- Higher intelligence benchmark
- Better at coding
- Better at math
o4 Mini High wins:
- Cheaper input tokens
- Cheaper output tokens
- Has reasoning mode
Price Advantage
o4 Mini High
Benchmark Advantage
GPT-5.2 Pro
Context Window
GPT-5.2 Pro
Speed
GPT-5.2 Pro
Pricing Comparison
Price Comparison
| Metric | GPT-5.2 Pro | o4 Mini High | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $21.00 | $1.10 | o4 Mini High |
| Output (per 1M tokens) | $168.00 | $4.40 | o4 Mini High |
| Cache Read (per 1M) | N/A | $275000.00 | o4 Mini High |
Using a 3:1 input/output ratio, o4 Mini High is 97% cheaper overall.
GPT-5.2 Pro Providers
OpenAI $21.00 (Cheapest)
o4 Mini High Providers
OpenAI $1.10 (Cheapest)
Benchmark Comparison
6
Benchmarks Compared
0
GPT-5.2 Pro Wins
0
o4 Mini High Wins
Benchmark Scores
| Benchmark | GPT-5.2 Pro | o4 Mini High | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 51.2 | - | - |
Coding Index Code generation & understanding | 48.7 | - | - |
Math Index Mathematical reasoning | 99.0 | - | - |
MMLU Pro Academic knowledge | 87.4 | - | - |
GPQA Graduate-level science | 90.3 | - | - |
LiveCodeBench Competitive programming | 88.9 | - | - |
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
o4 Mini High
200,000
tokens
Max output: 100,000 tokens
GPT-5.2 Pro has a 50% larger context window.
Speed Performance
| Metric | GPT-5.2 Pro | o4 Mini High | Winner |
|---|---|---|---|
| Tokens/second | 98.3 tok/s | N/A | |
| Time to First Token | 46.57s | N/A |
Capabilities
Feature Comparison
| Feature | GPT-5.2 Pro | o4 Mini High |
|---|---|---|
| Vision (Image Input) | ||
| Tool/Function Calls | ||
| Reasoning Mode | ||
| Audio Input | ||
| Audio Output | ||
| PDF Input | ||
| Prompt Caching | ||
| Web Search |
License & Release
| Property | GPT-5.2 Pro | o4 Mini High |
|---|---|---|
| License | Proprietary | Proprietary |
| Author | OpenAI | OpenAI |
| Released | Dec 2025 | Apr 2025 |
GPT-5.2 Pro Modalities
Input
imagetextfile
Output
text
o4 Mini High Modalities
Input
imagetextfile
Output
text