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GPT-5.4 vs GPT-5 Nano (Comparative Analysis)

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Comparative Analysis: GPT-5.4 vs. GPT-5 Nano
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Overview

GPT-5 Nano was released 7 months before GPT-5.4.
GPT-5.4GPT-5.4
GPT-5 NanoGPT-5 Nano
Model Provider
The organization behind this AI's development
OpenAI logoOpenAI
OpenAI logoOpenAI
Input Context Window
Maximum input tokens this model can process at once
1.1M
tokens
400K
tokens
Output Token Limit
Maximum output tokens this model can generate at once
128K
tokens
128K
tokens
Release Date
When this model first became publicly available
March 5th, 2026
August 7th, 2025
Knowledge Cutoff
Latest training-data date reported by the provider
Not reported
May 31, 2024

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
GPT-5.4
GPT-5 Nano
Input Types
Supported input formats
📝Text🖼️Image📁File
📝Text🖼️Image📁File
Reasoning Controls
Defaults and configurable reasoning effort
OptionalEffort: Extra High, High, Medium, Low, NoneDefault: Medium
Always enabledEffort: High, Medium, Low, MinimalDefault: Medium
Output Types
Supported output formats
📝Text
📝Text
Tokenizer
Text encoding system
GPTGPT
Key Features
Advanced capabilities
Function CallingStructured OutputReasoning ModeContent Moderation
Function CallingStructured OutputReasoning ModeContent Moderation

Pricing

GPT-5.4 is roughly 50.0x more expensive compared to GPT-5 Nano for input tokens and roughly 37.5x more expensive for output tokens.
GPT-5.4GPT-5.4
GPT-5 NanoGPT-5 Nano
Short Context Pricing
Base rates before a long-context threshold applies
Input Token Cost
Cost per million input tokens
$2.50
per million tokens
$0.05
per million tokens
Output Token Cost
Cost per million output tokens
$15.00
per million tokens
$0.40
per million tokens
Web Search Cost
Additional cost for each web search operation
$0.01
per search
$0.01
per search
Cache Read Cost
Cost to reuse cached input tokens
$0.25
per million tokens
$0.0050
per million tokens
Long Context Pricing
Rates for prompts with 272,000 or more tokens
Input Token Cost
Long-context input cost per million tokens
$5.00
per million tokens
Not specified
Output Token Cost
Long-context output cost per million tokens
$22.50
per million tokens
Not specified
Cache Read Cost
Long-context cache read cost per million tokens
$0.50
per million tokens
Not specified

Benchmarks

Compare relevant benchmarks between GPT-5.4 and GPT-5 Nano.
GPT-5.4GPT-5.4
GPT-5 NanoGPT-5 Nano
Intelligence Index
Overall model quality across independent evaluations
51.4
(Artificial Analysis index; higher is better)
Benchmark not available.
Coding Index
Programming performance across independent evaluations
71.1
(Artificial Analysis index; higher is better)
Benchmark not available.
Agentic Index
Ability to complete multi-step agentic tasks
41.1
(Artificial Analysis index; higher is better)
Benchmark not available.
Best Design Arena Score
Highest human-preference Elo score across design arenas
1,298 Elo
(#17 in Game Dev (57.8% win rate))
1,128 Elo
(#82 in Website (48.9% win rate))

At a Glance

Quick overview of what makes GPT-5.4 and GPT-5 Nano unique.
OpenAI logoGPT-5.4 by OpenAI understands both text and images, can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 1.1M token context window. Premium pricing at $2.50/M input and $15.00/M output tokens. Released March 5th, 2026.
OpenAI logoGPT-5 Nano by OpenAI understands both text and images, can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 400K token context window. Very affordable at $0.05/M input and $0.40/M output tokens. Includes built-in content moderation for safer outputs. Released August 7th, 2025.

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