Model comparison
GPT-5.4 Pro vs o1-pro
GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 31.2 on the Noometry Index.
Last verified . 3 shared benchmarks.
Summary
- They share 3 benchmarks with published results for both. GPT-5.4 Pro scores higher in 2 categories and o1-pro in 0 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 Pro leads 71.0 to 20.2.
- The biggest single-benchmark swing is ARC-AGI-1: 94.5% for GPT-5.4 Pro and 23.3% for o1-pro.
- GPT-5.4 Pro is cheaper at $30 / $180 per million input/output tokens, against $150 / $600 for o1-pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 200K.
Side by side
| GPT-5.4 Pro | o1-pro | |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Noometry Index | 58.8 | 31.2 |
| Released | 2026-03-05 | 2025-03-19 |
| Weights | Proprietary | Proprietary |
| Context window | 1.05M | 200K |
| Max output | 128K | 100K |
| Input $ / M tokens | $30 | $150 |
| Output $ / M tokens | $180 | $600 |
| Results tracked | 16 | 3 |
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Category by category
Coding Not comparable
GPT-5.4 Pro: 42.6 (#89), o1-pro: —
| Benchmark | GPT-5.4 Pro | o1-pro |
|---|---|---|
| WeirdML | 57.4% | — |
Reasoning GPT-5.4 Pro leads
GPT-5.4 Pro: 71.0 (#10), o1-pro: 20.2 (#223)
| Benchmark | GPT-5.4 Pro | o1-pro |
|---|---|---|
| ARC-AGI-1 | 94.5% | 23.3% |
| EnigmaEval | 23.8% | 6.1% |
| ARC-AGI-2 | 83.3% | — |
| SimpleBench | 74.1% | — |
| CritPt | 30% | — |
| Chess Puzzles | 58.6% | — |
| Epoch Capabilities Index | 159.12 | — |
Math Not comparable
GPT-5.4 Pro: 72.0 (#17), o1-pro: —
| Benchmark | GPT-5.4 Pro | o1-pro |
|---|---|---|
| FrontierMath (Tiers 1-3) | 82.5% | — |
| FrontierMath Tier 4 | 58.5% | — |
| FrontierMath (Feb 2025 set) | 50% | — |
| FrontierMath Tier 4 (v1) | 37.5% | — |
Knowledge GPT-5.4 Pro leads
GPT-5.4 Pro: 68.3 (#6), o1-pro: 29.3 (#227)
| Benchmark | GPT-5.4 Pro | o1-pro |
|---|---|---|
| Humanity's Last Exam | 44.3% | 8.1% |
| GPQA Diamond | 94.6% | — |
| SimpleQA Verified | 46.3% | — |
| Vectara Hallucination Rate | 8.3% | — |
Frequently asked questions
Is GPT-5.4 Pro better than o1-pro?
GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 31.2 on the Noometry Index.
Which is cheaper, GPT-5.4 Pro or o1-pro?
GPT-5.4 Pro is cheaper. It lists at $30 per million input tokens and $180 per million output tokens; o1-pro lists at $150 and $600.
Which has the bigger context window?
GPT-5.4 Pro does, with 1.05M tokens against 200K.
How many benchmarks do GPT-5.4 Pro and o1-pro share?
3 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and o1-pro has 3.