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 3 of 3 shared benchmarks. Leads in reasoning · coding.

Category leads
reasoning·GPT-5.4coding·GPT-5.4
Hype vs Reality
GPT-5.4
#61 by perf·no signal
QUIET
o3 Pro
#48 by perf·no signal
QUIET
Best value
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
OpenAI logo
OpenAI
$840.0B·Tier 1
Medium risk
OpenAI logo
OpenAI
$840.0B·Tier 1
Medium risk
Head to head
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
GPT-5.4 leads by +19.5
WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns.
GPT-5.4
77.7
o3 Pro
58.2
Full benchmark table
BenchmarkGPT-5.4o3 Pro
ARC-AGI
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
93.759.3
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.
74.04.9
WeirdML
WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns.
77.758.2
Pricing · per 1M tokens · projected $/mo at 10M tokens
ModelInputOutputContextProjected $/mo
OpenAI logoGPT-5.4$2.50$15.001.1M tokens (~525 books)$56.25
OpenAI logoo3 Pro$20.00$80.00200K tokens (~100 books)$350.00