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.
Benchmark results
Independent, published benchmarks. Blended score 67.5 across 3 benchmarks, last refreshed 2026-07-29. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| 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 →
| 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 16 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #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
OpenAI: GPT-5.6 Luna Pro
OpenAI: GPT-5.6 Luna
OpenAI: GPT-5.6 Terra Pro
OpenAI: GPT-5.6 Terra
OpenAI: GPT-5.5 (batch)
OpenAI: GPT-5.4 Nano
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.