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OpenAI · Frontier

GPT 5.4

Added Mar 5, 2026

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Use in the app

GPT-5.4 is an OpenAI model for professional work with stronger reasoning, coding, and tool use.

  • Reasoning
  • Tools
  • Vision
  • Structured output
  • PDF input
Input
Text, Images
Output
Text
Reasoning effort
none · low · medium · high · xhigh
Discovery tier
Frontier

Pricing

USD per 1M tokens
Input
$2.50
Output
$15.00
Cache read
$0.25

Reference prices as published by the model provider. API example

Specifications

Context window
1.1M
Max output
128K
Average output (7 days)
409 tokens
Longer than 41% of 465 models

Side by side

GPT 5.4 compared

Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.

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GPT 5.4OpenAIThis modelGemini 3 Flash (Preview)GoogleRemove
ProviderOpenAIGoogle
Discovery tierFrontierEfficient
AddedMar 5, 2026Dec 17, 2025
Limits
Context window1.05MBest1.05M
Max output128KBest65.54K
Average output409 tokens592 tokens
Pricing, USD per 1M tokens
Input$2.50$0.50Best
Output$15.00$3.00Best
Cache read$0.25$0.05Best
Performance
Throughput—211.2 tok/s
Time to first token—1.3 s
Request success (24h)100.0%Best99.8%
Benchmark indexes
Intelligence Index18.2Best17.9
Math Index—55.7
Capabilities
ReasoningYesYes
ToolsYesYes
VisionYesYes
Structured outputYesYes
PDF inputYesNo
Audio inputNoYes
Video inputNoYes
Reasoning effortnone, low, medium, high, xhighminimal, low, medium, high

Public evaluations

Benchmarks

Independent evaluation results, with how each score ranks among the models in the Noumen catalog.

  • GPT 5.4
  • Gemini 3 Flash (Preview)

Intelligence Index

  • GPT 5.418.2
  • Gemini 3 Flash (Preview)17.9

GPT 5.4: Better than 47% of 326 scored models

3.8Catalog models by score55.1

Indexes

  • Math Index

    Composite of the math evaluations

    • GPT 5.4: —
    • Gemini 3 Flash (Preview): 55.7

Document reasoning

  • AA-LCRv1.1

    Reasoning across long documents

    • GPT 5.4: 58.3%Top
    • Gemini 3 Flash (Preview): 55.3%

Reasoning and knowledge

  • Humanity’s Last Exam

    Expert-level questions across academic fields

    • GPT 5.4: 11.3%
    • Gemini 3 Flash (Preview): 15.0%Top

  • GPQA Diamond

    Graduate-level science questions

    • GPT 5.4: 74.8%
    • Gemini 3 Flash (Preview): 81.2%Top

  • MMLU-Pro

    Multi-subject knowledge and reasoning

    • GPT 5.4: —
    • Gemini 3 Flash (Preview): 88.2%

  • IFBench

    Following precise output instructions

    • GPT 5.4: 48.4%
    • Gemini 3 Flash (Preview): 55.1%Top

Coding

  • LiveCodeBench

    Recent competitive programming problems

    • GPT 5.4: —
    • Gemini 3 Flash (Preview): 79.7%

Math

  • AIME 2025

    Competition mathematics, 2025 problems

    • GPT 5.4: —
    • Gemini 3 Flash (Preview): 55.7%

Legacy evaluations

  • Terminal-Bench Hard

    Earlier terminal task suite

    • GPT 5.4: 37.9%Top
    • Gemini 3 Flash (Preview): 31.8%

  • τ²-Bench Telecom

    Tool use in a customer-support simulation

    • GPT 5.4: 36.0%
    • Gemini 3 Flash (Preview): 43.3%Top

  • AA-LCR (unversioned)

    Long-context reasoning, earlier grading

    • GPT 5.4: 58.3%Top
    • Gemini 3 Flash (Preview): 55.3%

Scores from Artificial Analysis, updated Oct 26, 2026. Artificial Analysis

Live routing data

Performance and reliability

Recent averages across requests routed for this model. Your own speed depends on prompt length, reasoning effort and load.

Prompt cache hits
81.3%
About $0.67 per 1M input tokens with caching
Request success (24h)
100.0%
Reliable

Cache hits are the share of input tokens recently served from a prompt cache across all requests. They are not a forecast of your own hit rate.

Hourly request success · last 72 hoursLowest hour 100.0%
  • Healthy (98% or more)
  • Degraded (90–98%)
  • Down (under 90%)
  • No requests

Developers

Use it through the API

Noumen’s API is OpenAI-compatible: any Chat Completions client works with a base URL and a key.

Read the quickstart
curl https://www.noumen.xyz/api/v1/chat/completions \
  -H "Authorization: Bearer $NOUMEN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "openai/gpt-5.4",
    "reasoning_effort": "medium",
    "messages": [{ "role": "user", "content": "Explain this stack trace." }]
  }'
import os
from openai import OpenAI

client = OpenAI(base_url="https://www.noumen.xyz/api/v1", api_key=os.environ["NOUMEN_API_KEY"])
reply = client.chat.completions.create(
    model="openai/gpt-5.4",
    messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)

OpenAI

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