OpenAI
Released March 17, 2026Cutoff August 2025

GPT-5.4 Nano

GPT-5.4 Nano is OpenAI's compact GPT-5.4-class model, built for classification, data extraction, and coding subagents, available only via the API.

Inputs
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Outputs
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Model Overview

Capabilities, design details, and architectural traits

GPT-5.4 Nano - OpenAI's GPT-5.4-Class Model

GPT-5.4 Nano is a model in OpenAI's GPT-5.4 family. It trades deep reasoning for speed, and OpenAI recommends it specifically for classification, data extraction, and coding subagents that handle simpler supporting tasks. Unlike its larger siblings, it is built to run at very high volume rather than to lead complex, multi-step work.

TraitDetail
PositioningBuilt for simple, high-volume tasks
Recommended useClassification, data extraction, and coding subagents handling simpler supporting tasks
AvailabilityAPI-only - not offered in ChatGPT or the Codex app, CLI, or IDE extension
Reasoning controlreasoning.effort can be set to none (default), low, medium, high, or xhigh
Computer-use toolNot supported, unlike GPT-5.4 and GPT-5.4 mini, which both support computer-use tasks

API-Only, No Consumer Surface

GPT-5.4 Nano has no presence in ChatGPT or Codex. OpenAI reserves it for direct API integration, while GPT-5.4 mini ships in ChatGPT's Free and Go tiers and across the Codex app, CLI, IDE extension, and web.

Benchmark Performance

Independent evaluations · Artificial Analysis

20.7%
Intelligence
56.1%
Coding Index
16.0%
Agentic Index

Accuracy & Capability Details

GPQA - Graduate Science81.7%
Humanity's Last Exam28.3%
SciCode - Scientific Coding47.2%
Instruction Following75.9%
Long Context Reasoning76.7%
τ²-Bench - Agentic Tasks76.0%
TerminalBench - System Control42.4%

Compare Models Side-by-Side

Evaluate specifications, pricing, and independent benchmark indices

Model Details
General Info
ProviderOpenAIAnthropicAnthropic
Release DateMarch 17, 2026September 22, 2026September 28, 2026
Knowledge CutoffAug 2025-Jun 2026
Context & Limits
Context Window400K
1M
Best Context Window
1M
Best Context Window
Pricing (per 1M tokens)
Input Pricing
$0.20
Best Input Pricing
$4$2
Output Pricing
$1.25
Best Output Pricing
$20$10
Modalities
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Outputs
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Benchmarks (0-100)
Intelligence Index20.0
57.6
Best Intelligence Index
56.0
Coding Index---
Agentic Index---
GPT-5.4 Nano
Claude Opus 5.5
Claude Sonnet 5.5

Humanity's Last Exam

Extremely difficult logical reasoning and knowledge.

16%
GPT-5.4 Nano
Humanity's Last Exam
Score: 16%
GPT-5.4 Nano
61%
Claude Opus 5.5
Humanity's Last Exam
Score: 61%
Claude Opus 5.5
55%
Claude Sonnet 5.5
Humanity's Last Exam
Score: 55%
Claude Sonnet 5.5

Long Context Reasoning

Logical reasoning over long context windows.

67%
GPT-5.4 Nano
Long Context Reasoning
Score: 67%
GPT-5.4 Nano
85%
Claude Opus 5.5
Long Context Reasoning
Score: 85%
Claude Opus 5.5
83%
Claude Sonnet 5.5
Long Context Reasoning
Score: 83%
Claude Sonnet 5.5

SciCode Benchmark

Scientific coding and mathematical modeling.

38%
GPT-5.4 Nano
SciCode Benchmark
Score: 38%
GPT-5.4 Nano
67%
Claude Opus 5.5
SciCode Benchmark
Score: 67%
Claude Opus 5.5
61%
Claude Sonnet 5.5
SciCode Benchmark
Score: 61%
Claude Sonnet 5.5

Independent evaluation data provided by Artificial Analysis. To view the latest benchmarks and full details, visit their official site.

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