OpenAI: GPT-5.4 Mini (batch)
GPT-5.4 Mini (batch) is OpenAI's smaller GPT-5.4 variant, offered here through batch pricing. It accepts text, image, and file inputs, with a 400,000-token context window and up to 128,000 output tokens per response. It supports tool calling and reasoning; the listing does not say whether it supports structured output, so confirm that before relying on schema-constrained responses. At $0.375 per million input tokens and $2.25 per million output tokens, it suits teams running large, cost-sensitive workloads that can tolerate batch processing. Its blended score of 70.8 rests on only three benchmarks, so treat that figure as a partial signal rather than a settled ranking. The split within those three is useful: a coding index of 92.5 stands well above an agentic index of 49.8. Shortlist it for bulk coding or long-document tasks, and test it carefully before committing it to multi-step agent work.
Benchmark results
Independent, published benchmarks. Blended score 70.8 across 3 benchmarks, last refreshed 2026-11-08. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| AI Index | broad capability composite | 66.0 |
| AI Index Coding | software engineering tasks | 92.5 |
| AI Index Agentic | multi-step tool-using tasks | 49.8 |
- Model ID
- openai/gpt-5.4-mini: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 $0.38/M input and $2.25/M output rates. Run your own numbers →
| Job | Tokens | Cost |
|---|---|---|
| Summarize a 50-page report | 30k in / 1.5k out | $0.01 |
| Classify 1,000 customer emails | 500k in / 50k out | $0.30 |
| A month of a busy support chatbot | 5M in / 2M out | $6.38 |
Category rankings
Where OpenAI: GPT-5.4 Mini (batch) places across the 12 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #11 | Customer SupportBusiness · of 25 ranked | 133 |
| #11 | Image CaptioningVision · of 25 ranked | 121 |
| #13 | JSON ExtractionData · of 25 ranked | 146 |
| #13 | Short-Form SummarizationWriting · of 25 ranked | 130 |
| #13 | Email DraftingWriting · of 25 ranked | 126 |
| #13 | Language LearningEducation · of 25 ranked | 126 |
| #13 | Chat CompanionPersonal · of 25 ranked | 130 |
| #13 | Trivia & General KnowledgePersonal · of 25 ranked | 120 |
| #14 | Bulk Data LabelingData · of 25 ranked | 134 |
| #14 | Dataset AnnotationResearch · of 25 ranked | 143 |
| #18 | Code CompletionCode · of 25 ranked | 132 |
| #24 | Meeting NotesBusiness · of 25 ranked | 150 |
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Quick answers
- How much does OpenAI: GPT-5.4 Mini (batch) cost?
- $0.38 per million input tokens and $2.25 per million output tokens.
- What is OpenAI: GPT-5.4 Mini (batch)'s context window?
- 400,000 tokens, roughly 600 pages of text in a single request.
- Does OpenAI: GPT-5.4 Mini (batch) support tool calling?
- It supports tool calling, structured output, a reasoning mode.
- Can OpenAI: GPT-5.4 Mini (batch) process images?
- Yes, it accepts image input.