# GPT-5.4 Pro vs o3-pro

> GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 42.9 on the Noometry Index. o3-pro costs 1.9× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/gpt-5-4-pro-vs-o3-pro
- Last updated: 2026-10-11
- Shared benchmarks: 5

## Summary

- They share 5 benchmarks with published results for both. GPT-5.4 Pro scores higher in 2 categories and o3-pro in 1 category; 3 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 Pro leads 70.7 to 23.8.
- The biggest single-benchmark swing is ARC-AGI-2: 83.3% for GPT-5.4 Pro and 4.9% for o3-pro.
- o3-pro is cheaper at $20 / $80 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 200K.

## Snapshot

| | GPT-5.4 Pro | o3-pro |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Noometry Index | 58.9 | 42.9 |
| Rank | 18 | 105 |
| Context | 1.05M | 200K |
| Input $/M | $30 | $20 |
| Output $/M | $180 | $80 |
| Weights | Proprietary | Proprietary |

## Coding

- GPT-5.4 Pro: 43.2 (#90)
- o3-pro: 55.5 (#24)

| Benchmark | GPT-5.4 Pro | o3-pro |
|---|---|---|
| WeirdML | 57.4% | 58.2% |
| Aider Polyglot | — | 84.9% |

## Reasoning

- GPT-5.4 Pro: 70.7 (#13)
- o3-pro: 23.8 (#171)

| Benchmark | GPT-5.4 Pro | o3-pro |
|---|---|---|
| ARC-AGI-2 | 83.3% | 4.9% |
| ARC-AGI-1 | 94.5% | 59.3% |
| Epoch Capabilities Index | 158.93 | 147.42 |
| SimpleBench | 74.1% | — |
| Kagi LLM Benchmark | — | 72.1% |
| CritPt | 30% | — |
| Chess Puzzles | 58.6% | — |
| EnigmaEval | 23.8% | — |
| DTBench | — | 86.9% |
| LMCA | — | 38.5% |

## Math

- GPT-5.4 Pro: 72.4 (#22)
- o3-pro: —

| Benchmark | GPT-5.4 Pro | o3-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: 68.3 (#7)
- o3-pro: 29.5 (#238)

| Benchmark | GPT-5.4 Pro | o3-pro |
|---|---|---|
| Vectara Hallucination Rate | 8.3% | 23.3% |
| GPQA Diamond | 94.6% | — |
| Humanity's Last Exam | 44.3% | — |
| SimpleQA Verified | 46.3% | — |
| Confabulations | — | 14.2% |

## Long Context

- GPT-5.4 Pro: —
- o3-pro: 72.2 (#1)

| Benchmark | GPT-5.4 Pro | o3-pro |
|---|---|---|
| Fiction.LiveBench | — | 97.2% |

## Writing & Preference

- GPT-5.4 Pro: —
- o3-pro: 57.1 (#133)

| Benchmark | GPT-5.4 Pro | o3-pro |
|---|---|---|
| Short-Story Creative Writing | — | 84.4% |

## FAQ

### Is GPT-5.4 Pro better than o3-pro?

GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 42.9 on the Noometry Index. o3-pro costs 1.9× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

### Which is cheaper, GPT-5.4 Pro or o3-pro?

o3-pro is cheaper. It lists at $20 per million input tokens and $80 per million output tokens; GPT-5.4 Pro lists at $30 and $180.

### Is GPT-5.4 Pro or o3-pro better for coding?

o3-pro scores higher on coding benchmarks: 55.5 versus 43.2 in the Noometry coding category.

### 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 o3-pro share?

5 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and o3-pro has 12.