Compare · ModelsLive · 2 picked · head to head
GPT-5.4 vs o3 Pro
Side by side · benchmarks, pricing, and signals you can act on.
Winner summary
GPT-5.4 wins on 2/3 benchmarks
GPT-5.4 wins 2 of 3 shared benchmarks. Leads in reasoning.
Category leads
reasoning·GPT-5.4coding·o3 Pro
Hype vs Reality
Attention vs performance
GPT-5.4
#44 by perf·no signal
o3 Pro
#33 by perf·no signal
Best value
GPT-5.4
5.5x better value than o3 Pro
GPT-5.4
6.7 pts/$
$8.75/M
o3 Pro
1.2 pts/$
$50.00/M
Vendor risk
Who is behind the model
OpenAI
$840.0B·Tier 1
OpenAI
$840.0B·Tier 1
Head to head
3 benchmarks · 2 models
GPT-5.4o3 Pro
ARC-AGI
GPT-5.4 leads by +34.4
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
GPT-5.4
93.7
o3 Pro
59.3
ARC-AGI-2
GPT-5.4 leads by +69.1
ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data.
GPT-5.4
74.0
o3 Pro
4.9
WeirdML
o3 Pro leads by +0.8
WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns.
GPT-5.4
57.4
o3 Pro
58.2
Full benchmark table
| Benchmark | GPT-5.4 | o3 Pro |
|---|---|---|
ARC-AGI ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization. | 93.7 | 59.3 |
ARC-AGI-2 ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data. | 74.0 | 4.9 |
WeirdML WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns. | 57.4 | 58.2 |
Pricing · per 1M tokens · projected $/mo at 10M tokens