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openai/gpt-5.4

GPT-5.4 is OpenAI’s proprietary AI model, released Mar 5, 2026. It costs $2.50/M input and $15/M output tokens, and handles a 1.1M-token context window. Its strongest use case is math, where it ranks in the 88th percentile of the models Model Beat tracks.

GPT-5.4 is OpenAI’s latest frontier model, unifying the Codex and GPT lines into a single system.

Context
1.1M
Input
$2.50 / 1M
Output
$15 / 1M
Released
Mar 5, 2026
Modalities
textimagefiletext
Strongest atMath top 12%Reasoning & Knowledge top 21%Coding top 22%

Benchmarks

Scores on standardized evaluations. Higher is better — and rank shows where GPT-5.4 lands among all models tracked on Model Beat.

80.0
Intelligence Index
Epoch AI
80th percentile of tracked models
78.0
Coding Index
Epoch AI
78th percentile of tracked models
74.0
Agentic Index
Epoch AI
74th percentile of tracked models

Reasoning

6 evals
ARC-AGI93.7%

Abstract visual reasoning

ARC-AGI-274.0%

Harder abstract reasoning

GPQA Diamond93.3%

Graduate-level scientific reasoning

Humanity's Last Exam36.2%

Frontier of human expert knowledge

SimpleQA Verified44.8%

Factual accuracy & hallucination

WeirdML77.7%

Novel ML problem-solving

Coding

4 evals
GSO (code optimization)31.4%

Code performance optimization

SciCode56.6%

Scientific research coding

SWE-bench Verified76.9%

Real GitHub issue resolution

WebDev Arena1457

Human-rated web development

Math

3 evals
AIME 2024/202597.8%

Olympiad-qualifier math

FrontierMath47.6%

Research-level math problems

FrontierMath Tier 427.1%

Hardest research math

Agentic & Tools

4 evals
APEX35.9%

Multi-step agentic tasks

METR task horizon5.7 h

Autonomous task length

Terminal-Bench81.8%

Command-line agentic tasks

τ²-bench87.1%

Tool-agent-user reliability

In the news

9

Compare GPT-5.4 with

Frequently asked questions

What is GPT-5.4?

GPT-5.4 is OpenAI’s latest frontier model, unifying the Codex and GPT lines into a single system.

Who created GPT-5.4?

GPT-5.4 is an AI model developed by OpenAI, part of the GPT family, released Mar 5, 2026.

How much does GPT-5.4 cost?

GPT-5.4's list price from OpenAI is $2.50 per million input tokens and $15 per million output tokens.

What is GPT-5.4's context window?

GPT-5.4 supports a context window of up to 1.1M tokens.

How does GPT-5.4 perform on benchmarks?

On standardized evaluations tracked by Epoch AI, GPT-5.4 scores 56.6% on SciCode, 81.8% on Terminal-Bench, 93.3% on GPQA Diamond.

Is GPT-5.4 open source?

GPT-5.4 is a proprietary model (API access), available through its provider's API rather than as a downloadable open-weight model.

Benchmark data from Epoch AI (CC BY) and Artificial Analysis; pricing, specs & descriptions from OpenRouter. Data updated Jul 30, 2026.