openai

OpenAI: GPT-5.4 Nano (batch)

The OpenAI GPT-5.4 Nano (batch) supports text, image, and file inputs with an extensive context length of 400,000 tokens and can handle reasoning tasks effectively. It offers tools support but does not provide structured output capabilities. This model should be considered for those requiring a versatile AI solution that can process multiple input types and handle complex reasoning tasks. Given its blended benchmark score of 68.6 across three independent benchmarks, it stands as a solid choice within its price range, though users should consider the cost per token ($0.1/M input and $0.625/M output), making it less economical compared to other models with higher scores or lower costs.

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 68.6 across 3 benchmarks, last refreshed 2026-08-13. How scoring works →

BenchmarkMeasuresScore
AI Index broad capability composite 65.5
AI Index Coding software engineering tasks 92.5
AI Index Agentic multi-step tool-using tasks 49.0
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 14 categories it ranks in. How we rank →

#CategoryScore
#5 Bulk Data LabelingData · of 25 ranked 134
#8 Customer SupportBusiness · of 25 ranked 133
#8 Dataset AnnotationResearch · of 25 ranked 144
#12 JSON ExtractionData · of 25 ranked 147
#13 Email DraftingWriting · of 25 ranked 126
#13 Language LearningEducation · of 25 ranked 126
#14 Code CompletionCode · of 25 ranked 133
#15 Short-Form SummarizationWriting · of 25 ranked 130
#15 Chat CompanionPersonal · of 25 ranked 130
#17 Social Media PostsWriting · of 25 ranked 119
#17 Image CaptioningVision · of 25 ranked 121
#17 Voice Assistant BackendVoice · of 25 ranked 123
#20 Trivia & General KnowledgePersonal · of 25 ranked 120
#22 Self-Hosted / LocalCost · 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.