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.
Benchmark results
Independent, published benchmarks. Blended score 68.6 across 3 benchmarks, last refreshed 2026-08-13. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| 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 →
| Job | Tokens | Cost |
|---|---|---|
| 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 →
| # | Category | Score |
|---|---|---|
| #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 |
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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.