OpenAI: GPT-5.4 (batch)
The OpenAI GPT-5.4 (batch) is a powerful AI model capable of processing text, images, and files, with a substantial context length of 1,050,000 tokens. It supports reasoning and tools integration, making it versatile for complex tasks. However, the lack of structured output support might limit its utility in certain applications. This model should be considered by users requiring robust text and image processing capabilities within a broad context, as it offers strong performance across multiple benchmarks with a blended score of 90.3 out of 100. Given its pricing at $1.25 per million input tokens and $7.5 per million output tokens, GPT-5.4 (batch) strikes a balance between cost and capability for those who need advanced AI functionalities.
Benchmark results
Independent, published benchmarks. Blended score 90.3 across 4 benchmarks, last refreshed 2026-08-13. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| AI Index | broad capability composite | 87.7 |
| AI Index Coding | software engineering tasks | 100.0 |
| AI Index Agentic | multi-step tool-using tasks | 72.9 |
| EQ-Bench | emotional understanding in dialogue | 82.4 |
- Model ID
- openai/gpt-5.4:batch
- Vendor
- openai
- Released
- March 2026
- Tokenizer
- GPT
- Input Modalities
- text, image, file
- 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 $1.25/M input and $7.50/M output rates. Run your own numbers →
| Job | Tokens | Cost |
|---|---|---|
| Summarize a 50-page report | 30k in / 1.5k out | $0.05 |
| Classify 1,000 customer emails | 500k in / 50k out | $1.00 |
| A month of a busy support chatbot | 5M in / 2M out | $21.25 |
Strong choice for
Code Documentation
Regex Writing
CSV / Spreadsheet Cleanup
Marketing Copy
Language Translation
Transcript Cleanup
Category rankings
Where OpenAI: GPT-5.4 (batch) places across the 60 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #3 | Transcript CleanupWriting · of 25 ranked | 146 |
| #4 | Code DocumentationCode · of 25 ranked | 148 |
| #5 | Regex WritingCode · of 25 ranked | 138 |
| #5 | CSV / Spreadsheet CleanupData · of 25 ranked | 158 |
| #5 | Marketing CopyWriting · of 25 ranked | 133 |
| #5 | Language TranslationWriting · of 25 ranked | 138 |
| #5 | Standardized Test PrepEducation · of 25 ranked | 133 |
| #5 | Sales / Cold EmailBusiness · of 25 ranked | 124 |
| #5 | Resume WritingBusiness · of 25 ranked | 119 |
| #5 | Job Application DraftingBusiness · of 25 ranked | 124 |
| #5 | Journaling HelperPersonal · of 25 ranked | 124 |
| #5 | Recipe GenerationPersonal · of 25 ranked | 124 |
| #5 | Tutoring for KidsPersonal · of 25 ranked | 138 |
| #6 | Blog Post WritingWriting · of 25 ranked | 145 |
| #6 | Trip PlanningPersonal · of 25 ranked | 145 |
| #7 | SQL GenerationCode · of 25 ranked | 176 |
| #7 | Long-Document SummarizationWriting · of 25 ranked | 170 |
| #7 | Character RoleplayPersonal · of 25 ranked | 158 |
| #8 | Code ReviewCode · of 25 ranked | 176 |
| #8 | Code RefactoringCode · of 25 ranked | 174 |
| #8 | Unit Test GenerationCode · of 25 ranked | 160 |
| #8 | CI/CD PipelinesCode · of 25 ranked | 150 |
| #8 | Frontend Component DesignCode · of 25 ranked | 149 |
| #8 | ETL ScriptingData · of 25 ranked | 162 |
| #8 | OCR / Document ParsingData · of 25 ranked | 149 |
| #8 | Table Extraction from PDFsData · of 25 ranked | 149 |
| #8 | Creative WritingWriting · of 25 ranked | 167 |
| #8 | Screenwriting & DialogWriting · of 25 ranked | 167 |
| #8 | Academic WritingWriting · of 25 ranked | 167 |
| #8 | Legal DraftingProfessional · of 25 ranked | 167 |
| #8 | Legal ResearchProfessional · of 25 ranked | 179 |
| #8 | Contract ReviewProfessional · of 25 ranked | 189 |
| #8 | Medical Note SummarizationProfessional · of 25 ranked | 162 |
| #8 | Scientific ResearchProfessional · of 25 ranked | 179 |
| #8 | Math TutoringEducation · of 25 ranked | 152 |
| #8 | Physics TutoringEducation · of 25 ranked | 154 |
| #8 | History TutoringEducation · of 25 ranked | 152 |
| #8 | Essay GradingEducation · of 25 ranked | 176 |
| #8 | RFP ResponseBusiness · of 25 ranked | 184 |
| #8 | SOP / Process DocsBusiness · of 25 ranked | 138 |
| #8 | OKRs & Strategic PlanningBusiness · of 25 ranked | 167 |
| #8 | Screenshot DebuggingVision · of 25 ranked | 146 |
| #8 | RAG PipelinesAgents · of 25 ranked | 174 |
| #8 | Long-Context Q&AAgents · of 25 ranked | 165 |
| #8 | Fiction CollaboratorPersonal · of 25 ranked | 179 |
| #8 | Fitness CoachingPersonal · of 25 ranked | 138 |
| #8 | Math ProofsResearch · of 25 ranked | 167 |
| #8 | Literature ReviewResearch · of 25 ranked | 179 |
| #8 | Experiment DesignResearch · of 25 ranked | 162 |
| #9 | Bug FixingCode · of 25 ranked | 189 |
| #9 | Agent WorkflowsAgents · of 25 ranked | 201 |
| #9 | Coding AgentsAgents · of 25 ranked | 201 |
| #9 | Scientific CodingResearch · of 25 ranked | 189 |
| #10 | Meeting NotesBusiness · of 25 ranked | 156 |
| #10 | Chart & Graph ReadingVision · of 25 ranked | 155 |
| #13 | Financial AnalysisProfessional · of 25 ranked | 163 |
| #13 | Diagram ExtractionVision · of 25 ranked | 151 |
| #14 | Data AnalysisData · of 25 ranked | 175 |
| #14 | Browser AutomationAgents · of 25 ranked | 174 |
| #21 | Function / Tool CallingAgents · of 25 ranked | 153 |
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Quick answers
- How much does OpenAI: GPT-5.4 (batch) cost?
- $1.25 per million input tokens and $7.50 per million output tokens.
- What is OpenAI: GPT-5.4 (batch)'s context window?
- 1,050,000 tokens, roughly 1,575 pages of text in a single request.
- Does OpenAI: GPT-5.4 (batch) support tool calling?
- It supports tool calling, structured output, a reasoning mode.
- Can OpenAI: GPT-5.4 (batch) process images?
- Yes, it accepts image input.