# GPT-5.4 Pro vs o4-mini

> GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 41.6 on the Noometry Index. o4-mini costs 35× 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-o4-mini
- Last updated: 2026-10-11
- Shared benchmarks: 16

## Summary

- They share 16 benchmarks with published results for both. GPT-5.4 Pro scores higher in 4 categories and o4-mini in 0 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 Pro leads 70.7 to 24.6.
- The biggest single-benchmark swing is ARC-AGI-2: 83.3% for GPT-5.4 Pro and 6.1% for o4-mini.
- o4-mini is cheaper at $1.10 / $4.40 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 | o4-mini |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Noometry Index | 58.9 | 41.6 |
| Rank | 18 | 132 |
| Context | 1.05M | 200K |
| Input $/M | $30 | $1.10 |
| Output $/M | $180 | $4.40 |
| Weights | Proprietary | Proprietary |

## Coding

- GPT-5.4 Pro: 43.2 (#90)
- o4-mini: 40.9 (#127)

| Benchmark | GPT-5.4 Pro | o4-mini |
|---|---|---|
| WeirdML | 57.4% | 52.6% |
| SWE-bench Verified (bash only) | — | 45% |
| Aider Polyglot | — | 72% |
| GSO | — | 3.6% |
| LMArena Coding | — | 1368 |
| CadEval | — | 62% |
| ALE-Bench | — | 826.17 |
| AlgoTune | — | 1.72 |

## Agentic & Tool Use

- GPT-5.4 Pro: —
- o4-mini: 32.6 (#61)

| Benchmark | GPT-5.4 Pro | o4-mini |
|---|---|---|
| Berkeley Function Calling Leaderboard | — | 53.2% |
| GDPval | — | 25.3% |
| METR Time Horizons | — | 63.9% |

## Reasoning

- GPT-5.4 Pro: 70.7 (#13)
- o4-mini: 24.6 (#162)

| Benchmark | GPT-5.4 Pro | o4-mini |
|---|---|---|
| ARC-AGI-2 | 83.3% | 6.1% |
| SimpleBench | 74.1% | 38.7% |
| ARC-AGI-1 | 94.5% | 58.7% |
| CritPt | 30% | 0.6% |
| Chess Puzzles | 58.6% | 26% |
| EnigmaEval | 23.8% | 9.2% |
| Epoch Capabilities Index | 158.93 | 145.64 |
| Kagi LLM Benchmark | — | 67.6% |
| LMArena Hard Prompts | — | 1351 |
| Mystery Game Puzzles | — | 5% |
| DTBench | — | 77.6% |
| LMCA | — | 26.5% |
| ForecastBench | — | 61.8 |

## Math

- GPT-5.4 Pro: 72.4 (#22)
- o4-mini: 40.8 (#89)

| Benchmark | GPT-5.4 Pro | o4-mini |
|---|---|---|
| FrontierMath (Tiers 1-3) | 82.5% | 36.1% |
| FrontierMath Tier 4 | 58.5% | 4.9% |
| FrontierMath (Feb 2025 set) | 50% | 24.8% |
| FrontierMath Tier 4 (v1) | 37.5% | 6.3% |
| OTIS Mock AIME 2024-2025 | — | 81.7% |
| Omni-MATH | — | 72% |
| LMArena Math | — | 1389 |
| MATH Level 5 | — | 97.8% |

## Knowledge

- GPT-5.4 Pro: 68.3 (#7)
- o4-mini: 43.6 (#91)

| Benchmark | GPT-5.4 Pro | o4-mini |
|---|---|---|
| GPQA Diamond | 94.6% | 79.6% |
| Humanity's Last Exam | 44.3% | 18.1% |
| SimpleQA Verified | 46.3% | 19.6% |
| Vectara Hallucination Rate | 8.3% | 18.6% |
| MMLU-Pro | — | 82% |
| Confabulations | — | 15.8% |
| GPQA (HELM) | — | 73.5% |
| LMArena Expert | — | 1343 |

## Multimodal

- GPT-5.4 Pro: —
- o4-mini: 40.2 (#49)

| Benchmark | GPT-5.4 Pro | o4-mini |
|---|---|---|
| LMArena Vision | — | 1194 |
| GeoBench | — | 64% |
| VPCT | — | 57.5% |

## Multilingual

- GPT-5.4 Pro: —
- o4-mini: 47.0 (#154)

| Benchmark | GPT-5.4 Pro | o4-mini |
|---|---|---|
| LMArena Non-English | — | 1337 |
| LMArena Chinese | — | 1354 |
| LMArena French | — | 1364 |
| LMArena German | — | 1336 |
| LMArena Japanese | — | 1308 |
| LMArena Korean | — | 1312 |
| LMArena Russian | — | 1334 |
| LMArena Spanish | — | 1347 |

## Instruction Following

- GPT-5.4 Pro: —
- o4-mini: 75.2 (#68)

| Benchmark | GPT-5.4 Pro | o4-mini |
|---|---|---|
| IFEval | — | 92.8% |
| LMArena Instruction Following | — | 1321 |

## Long Context

- GPT-5.4 Pro: —
- o4-mini: 45.5 (#33)

| Benchmark | GPT-5.4 Pro | o4-mini |
|---|---|---|
| Fiction.LiveBench | — | 77.8% |
| LMArena Longer Query | — | 1315 |

## Writing & Preference

- GPT-5.4 Pro: —
- o4-mini: 54.0 (#152)

| Benchmark | GPT-5.4 Pro | o4-mini |
|---|---|---|
| LMArena Text | — | 1353 |
| LMArena Creative Writing | — | 1294 |
| Short-Story Creative Writing | — | 75% |
| WildBench | — | 85.4% |
| LMArena Multi-Turn | — | 1350 |

## FAQ

### Is GPT-5.4 Pro better than o4-mini?

GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 41.6 on the Noometry Index. o4-mini costs 35× 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 o4-mini?

o4-mini is cheaper. It lists at $1.10 per million input tokens and $4.40 per million output tokens; GPT-5.4 Pro lists at $30 and $180.

### Is GPT-5.4 Pro or o4-mini better for coding?

GPT-5.4 Pro scores higher on coding benchmarks: 43.2 versus 40.9 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 o4-mini share?

16 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and o4-mini has 60.