openai

OpenAI: GPT-5.4 Nano (batch)

OpenAI's GPT-5.4 Nano (batch) is designed to process text, images, and files with a substantial context length of 400,000 tokens, making it versatile for complex tasks. It supports reasoning and tools integration, enhancing its utility in various applications; however, structured output support remains unverified. At $0.1 per million input tokens and $0.625 per million output tokens, the pricing is on the higher side compared to some alternatives. This model should be considered for projects requiring extensive text processing, image understanding, or multi-modal data handling, particularly where reasoning capabilities are critical. With a blended benchmark score of 67.5 across three independent tests, it performs adequately but may not excel in specialized areas.

Quality Score
100/100
price + capability + benchmarks
Input Price
$0.10
per 1M tokens
Output Price
$0.62
per 1M tokens
Context Window
400,000
tokens

Benchmark results

Independent, published benchmarks. Blended score 67.5 across 3 benchmarks, last refreshed 2026-07-29. How scoring works →

BenchmarkMeasuresScore
AI Index broad capability composite 63.1
AI Index Coding software engineering tasks 92.5
AI Index Agentic multi-step tool-using tasks 45.4
Model ID
openai/gpt-5.4-nano:batch
Vendor
openai
Released
March 2026
Tokenizer
GPT
Input Modalities
file, image, text
Output Modalities
text
Max Output
128,000 tokens
Tool Calling
✓ supported
Structured Output
✓ supported
Reasoning Mode
✓ supported
Vision
✓ accepts images
Audio
no
Moderated
yes

What it costs in practice

Computed from the current $0.10/M input and $0.62/M output rates. Run your own numbers →

JobTokensCost
Summarize a 50-page report 30k in / 1.5k out under $0.01
Classify 1,000 customer emails 500k in / 50k out $0.08
A month of a busy support chatbot 5M in / 2M out $1.75

Strong choice for

Category rankings

Where OpenAI: GPT-5.4 Nano (batch) places across the 16 categories it ranks in. How we rank →

#CategoryScore
#3 Bulk Data LabelingData · of 25 ranked 134
#8 Customer SupportBusiness · of 25 ranked 133
#8 Dataset AnnotationResearch · of 25 ranked 143
#11 Code CompletionCode · of 25 ranked 133
#12 JSON ExtractionData · of 25 ranked 147
#12 Short-Form SummarizationWriting · of 25 ranked 130
#12 Social Media PostsWriting · of 25 ranked 119
#12 Email DraftingWriting · of 25 ranked 126
#12 Language LearningEducation · of 25 ranked 126
#12 Voice Assistant BackendVoice · of 25 ranked 123
#12 Chat CompanionPersonal · of 25 ranked 130
#14 Image CaptioningVision · of 25 ranked 120
#16 Trivia & General KnowledgePersonal · of 25 ranked 120
#16 Self-Hosted / LocalCost · of 25 ranked 117
#21 Cheap Bulk InferenceCost · of 25 ranked 137
#25 Real-Time ChatLatency · of 25 ranked 117

Similar models

Quick answers

How much does OpenAI: GPT-5.4 Nano (batch) cost?
$0.10 per million input tokens and $0.62 per million output tokens.
What is OpenAI: GPT-5.4 Nano (batch)'s context window?
400,000 tokens, roughly 600 pages of text in a single request.
Does OpenAI: GPT-5.4 Nano (batch) support tool calling?
It supports tool calling, structured output, a reasoning mode.
Can OpenAI: GPT-5.4 Nano (batch) process images?
Yes, it accepts image input.