OpenAI, proprietary

# GPT-5.4 Pro

> GPT-5.4 Pro by OpenAI, released March 2026. Ranked #18 of 354 with a Noometry Index of 58.9. API: $30 in / $180 out per M tokens. 1.05M context. Scores, sources and comparisons.
- Canonical page: https://noometry.com/models/gpt-5-4-pro
- Last updated: 2026-10-10
- Title: GPT-5.4 Pro Benchmarks, Price & Rank (October 2026)

GPT-5.4 Pro by OpenAI ranks 18th of 354 ranked models on the Noometry Index as of October 2026, with a score of 58.9. Its strongest category is knowledge, where it ranks 7th. API pricing starts at $30 per million input tokens and $180 per million output tokens, with a 1.05M-token context window.

Last verified October 10, 2026

## Specifications

- **Noometry rank:** #18 of 354
- **Index score:** 58.9
- **Evidence:** Confirmed 16 results
- **Provider:** [OpenAI](https://noometry.com/providers/openai)
- **Released:** March 5, 2026
- **Weights:** Proprietary
- **Reasoning:** Yes
- **Context window:** 1.05M
- **Max output:** 128K
- **Input price:** $30 / M
- **Output price:** $180 / M
- **Blended price:** $67.50 / M
- **Output speed:** Not measured
- **Value:** #217 of 219
- **Knowledge cutoff:** August 2025
- **Input:** text, image

## Category scores

Each category score combines every public result we have in that category.

GPT-5.4 Pro category scores

1.  Coding 43.2
2.  Reasoning 70.7
3.  Math 72.4
4.  Knowledge 68.3
5.  304050607080

GPT-5.4 Pro category ranks
| Category | Score | Rank | Results |
| --- | --- | --- | --- |
| [Coding](https://noometry.com/best/coding) | 43.2 | #90 | 1 |
| [Reasoning](https://noometry.com/best/reasoning) | 70.7 | #13 | 6 |
| [Math](https://noometry.com/best/math) | 72.4 | #22 | 2 |
| [Knowledge](https://noometry.com/best/knowledge) | 68.3 | #7 | 4 |

## Strengths and weaknesses

Categories where GPT-5.4 Pro places highest and lowest among the models ranked in each, with its score against that category's median.

### Strongest categories

GPT-5.4 Pro: strongest categories
| Category | Score | vs median | Rank |
| --- | --- | --- | --- |
| [Knowledge](https://noometry.com/best/knowledge) | 68.3 | +31.0 | #7 of 314, top 3% |
| [Reasoning](https://noometry.com/best/reasoning) | 70.7 | +47.1 | #13 of 350, top 4% |

### Weakest categories

GPT-5.4 Pro: weakest categories
| Category | Score | vs median | Rank |
| --- | --- | --- | --- |
| [Coding](https://noometry.com/best/coding) | 43.2 | +4.5 | #90 of 340, top 27% |
| [Math](https://noometry.com/best/math) | 72.4 | +35.9 | #22 of 327, top 7% |

## Closest competitors

The models ranked just above and below GPT-5.4 Pro. When scores are this close, price and speed are often the better way to choose.

Models ranked closest to GPT-5.4 Pro
| Model | Rank | Score | Blended $/M | Speed |  |
| --- | --- | --- | --- | --- | --- |
| [Gemini 3.7 Flash](https://noometry.com/models/gemini-3-7-flash) | #14 | 59.8 | $1.50 | — | [Compare](https://noometry.com/compare/gemini-3-7-flash-vs-gpt-5-4-pro) |
| [Kimi K3](https://noometry.com/models/kimi-k3) | #15 | 59.5 | $6 | — | [Compare](https://noometry.com/compare/gpt-5-4-pro-vs-kimi-k3) |
| [GPT-5.4](https://noometry.com/models/gpt-5-4) | #16 | 59.4 | $5.63 | 12 | [Compare](https://noometry.com/compare/gpt-5-4-vs-gpt-5-4-pro) |
| [GPT-5.6 Terra](https://noometry.com/models/gpt-5-6-terra) | #17 | 59.2 | $4.50 | 11 | [Compare](https://noometry.com/compare/gpt-5-4-pro-vs-gpt-5-6-terra) |
| [Claude Opus 4.7](https://noometry.com/models/claude-opus-4-7) | #19 | 58.3 | $10 | 33 | [Compare](https://noometry.com/compare/claude-opus-4-7-vs-gpt-5-4-pro) |
| [Claude Opus 4.6](https://noometry.com/models/claude-opus-4-6) | #20 | 58.2 | $10 | 19 | [Compare](https://noometry.com/compare/claude-opus-4-6-vs-gpt-5-4-pro) |
| [Grok 4.6](https://noometry.com/models/grok-4-6) | #21 | 56.9 | $3 | — | [Compare](https://noometry.com/compare/gpt-5-4-pro-vs-grok-4-6) |
| [Qwen3.8 Max](https://noometry.com/models/qwen3-8-max) | #22 | 56.8 | $3 | — | [Compare](https://noometry.com/compare/gpt-5-4-pro-vs-qwen3-8-max) |

Sponsored placements are available on pages like this one. [Advertise on Noometry](https://noometry.com/advertise)

## Benchmark results

Every published result we track, with its source. Bold rows are the ones used for ranking; where several exist we prefer independent runs over self-reported numbers.

### Coding

GPT-5.4 Pro Coding benchmark results
| Benchmark | Score | Position | Setting | Source | Date |
| --- | --- | --- | --- | --- | --- |
| [WeirdML](https://noometry.com/benchmarks/weirdml) | 57.4% | #35 of 119, top 30% | none | [Epoch AI](https://epoch.ai/benchmarks) |  |

### Reasoning

GPT-5.4 Pro Reasoning benchmark results
| Benchmark | Score | Position | Setting | Source | Date |
| --- | --- | --- | --- | --- | --- |
| [ARC-AGI-2](https://noometry.com/benchmarks/arc-agi-2) | 83.3% | #15 of 83, top 19% | xhigh | [Epoch AI](https://epoch.ai/benchmarks) |  |
| [SimpleBench](https://noometry.com/benchmarks/simplebench) | 74.1% | #9 of 77, top 12% |  | [Epoch AI](https://epoch.ai/benchmarks) |  |
| [ARC-AGI-1](https://noometry.com/benchmarks/arc-agi-1) | 94.5% | #16 of 83, top 20% | xhigh | [Epoch AI](https://epoch.ai/benchmarks) |  |
| [CritPt](https://noometry.com/benchmarks/critpt) | 30% | #9 of 134, top 7% | xhigh | [Epoch AI](https://epoch.ai/benchmarks) |  |
| [Chess Puzzles](https://noometry.com/benchmarks/chess-puzzles) | 58.6% | #6 of 129, top 5% | xhigh | [Epoch AI](https://epoch.ai/benchmarks) | 2026-03-19 |
| [EnigmaEval](https://noometry.com/benchmarks/enigmaeval) | 23.8% | #5 of 38, top 14% |  | [Epoch AI](https://epoch.ai/benchmarks) |  |
| [Epoch Capabilities Index](https://noometry.com/benchmarks/epoch-capabilities-index) | 158.93 | #13 of 213, top 7% |  | [Epoch AI](https://epoch.ai/eci) | 2026-03-05 |

### Math

GPT-5.4 Pro Math benchmark results
| Benchmark | Score | Position | Setting | Source | Date |
| --- | --- | --- | --- | --- | --- |
| [FrontierMath (Tiers 1-3)](https://noometry.com/benchmarks/frontiermath) | 82.5% | #13 of 81, top 17% | xhigh | [Epoch AI](https://epoch.ai/benchmarks) | 2026-06-13 |
| [FrontierMath Tier 4](https://noometry.com/benchmarks/frontiermath-tier-4) | 58.5% | #15 of 63, top 24% | xhigh | [Epoch AI](https://epoch.ai/benchmarks) | 2026-06-13 |
| [FrontierMath (Feb 2025 set)](https://noometry.com/benchmarks/frontiermath-2025-02) | 50% | #3 of 68, top 5% | xhigh | [Epoch AI](https://epoch.ai/benchmarks) | 2026-03-06 |
| [FrontierMath Tier 4 (v1)](https://noometry.com/benchmarks/frontiermath-tier-4-v1) | 37.5% | #3 of 55, top 6% |  | [Epoch AI](https://epoch.ai/benchmarks) | 2026-03-06 |

### Knowledge

GPT-5.4 Pro Knowledge benchmark results
| Benchmark | Score | Position | Setting | Source | Date |
| --- | --- | --- | --- | --- | --- |
| [GPQA Diamond](https://noometry.com/benchmarks/gpqa-diamond) | 94.6% | #6 of 186, top 4% | xhigh | [Epoch AI](https://epoch.ai/benchmarks) | 2026-03-20 |
| [Humanity's Last Exam](https://noometry.com/benchmarks/hle) | 44.3% | #5 of 41, top 13% |  | [Epoch AI](https://epoch.ai/benchmarks) |  |
| [SimpleQA Verified](https://noometry.com/benchmarks/simpleqa-verified) | 46.3% | #34 of 77, top 45% | xhigh | [Epoch AI](https://epoch.ai/benchmarks) | 2026-08-27 |
| [Vectara Hallucination Rate](https://noometry.com/benchmarks/vectara-hallucination) (lower is better) | 8.3% | #38 of 96, top 40% |  | [Vectara Hallucination Leaderboard](https://github.com/vectara/hallucination-leaderboard) |  |

## API pricing by provider

GPT-5.4 Pro API prices
| Route | Input $/M | Output $/M | Cached input $/M | Checked |
| --- | --- | --- | --- | --- |
| [azure](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models) | $30 | $180 | — | 2026-10-10 |
| [openai](https://platform.openai.com/docs/models) | $30 | $180 | — | 2026-10-10 |
| [openrouter](https://openrouter.ai/openai/gpt-5.4-pro) | $30 | $180 | — | 2026-10-10 |

[All OpenAI API prices →](https://noometry.com/llm-pricing/openai) [Estimate your cost →](https://noometry.com/tools/cost-calculator)

## Compare GPT-5.4 Pro

-   [GPT-5.4 Pro vs GPT-5.2 Pro](https://noometry.com/compare/gpt-5-2-pro-vs-gpt-5-4-pro)
-   [GPT-5.4 Pro vs GPT-5.6 Terra](https://noometry.com/compare/gpt-5-4-pro-vs-gpt-5-6-terra)
-   [GPT-5.4 Pro vs Claude Opus 4.7](https://noometry.com/compare/claude-opus-4-7-vs-gpt-5-4-pro)
-   [GPT-5.4 Pro vs GPT-5.4](https://noometry.com/compare/gpt-5-4-vs-gpt-5-4-pro)
-   [GPT-5.4 Pro vs Claude Opus 4.6](https://noometry.com/compare/claude-opus-4-6-vs-gpt-5-4-pro)
-   [GPT-5.4 Pro vs Kimi K3](https://noometry.com/compare/gpt-5-4-pro-vs-kimi-k3)
-   [GPT-5.4 Pro vs Grok 4.6](https://noometry.com/compare/gpt-5-4-pro-vs-grok-4-6)
-   [GPT-5.4 Pro vs Claude Fable 5.1](https://noometry.com/compare/claude-fable-5-1-vs-gpt-5-4-pro)
-   [GPT-5.4 Pro vs Gemini 3.8 Flash](https://noometry.com/compare/gemini-3-8-flash-vs-gpt-5-4-pro)
-   [GPT-5.4 Pro vs Qwen3.8 Max](https://noometry.com/compare/gpt-5-4-pro-vs-qwen3-8-max)
-   [GPT-5.4 Pro vs GLM-5.3](https://noometry.com/compare/glm-5-3-vs-gpt-5-4-pro)
-   [GPT-5.4 Pro vs Muse Spark 1.3](https://noometry.com/compare/gpt-5-4-pro-vs-muse-spark-1-3)
-   [GPT-5.4 Pro vs DeepSeek V4 Pro](https://noometry.com/compare/deepseek-v4-pro-vs-gpt-5-4-pro)
-   [GPT-5.4 Pro vs MiMo-V2.6-Pro](https://noometry.com/compare/gpt-5-4-pro-vs-mimo-v2-6-pro)

## Other OpenAI models

-   [GPT-6 Astra](https://noometry.com/models/gpt-6-astra)70.8
-   [GPT-6.1 Sol](https://noometry.com/models/gpt-6-1-sol)65.6
-   [GPT-5.6 Sol](https://noometry.com/models/gpt-5-6-sol)65.0
-   [GPT-5.5 Pro](https://noometry.com/models/gpt-5-5-pro)64.3
-   [GPT-5.5](https://noometry.com/models/gpt-5-5)63.4
-   [GPT-6 Sol](https://noometry.com/models/gpt-6-sol)61.8
-   [GPT-5.4](https://noometry.com/models/gpt-5-4)59.4
-   [GPT-5.6 Terra](https://noometry.com/models/gpt-5-6-terra)59.2

## Frequently asked questions

### How good is GPT-5.4 Pro?

GPT-5.4 Pro by OpenAI ranks 18th of 354 ranked models on the Noometry Index as of October 2026, with a score of 58.9. Its strongest category is knowledge, where it ranks 7th. API pricing starts at $30 per million input tokens and $180 per million output tokens, with a 1.05M-token context window.

### How much does GPT-5.4 Pro cost?

GPT-5.4 Pro costs $30 per million input tokens and $180 per million output tokens on OpenAI's own API.

### What is GPT-5.4 Pro's context window?

GPT-5.4 Pro accepts up to 1.05M tokens of input and can write up to 128K tokens in one response.

### Is GPT-5.4 Pro open source?

No. GPT-5.4 Pro is proprietary and available only through OpenAI's API and partner platforms.

### What are GPT-5.4 Pro's strengths and weaknesses?

Relative to other ranked models, GPT-5.4 Pro places best in knowledge, reasoning and lowest in coding, math.

### What is GPT-5.4 Pro best at?

Its best category is knowledge, where it ranks 7th on Noometry.

### Cite this page

Noometry. (2026). GPT-5.4 Pro benchmarks and pricing. Retrieved October 10, 2026, from https://noometry.com/models/gpt-5-4-pro

Quote Noometry with a link back to this page. It is also available in [Markdown](https://noometry.com/md/models/gpt-5-4-pro.md).