OpenAI: GPT-5.4 (batch)
OpenAI's GPT-5.4 (batch) accepts text, image, and file inputs, with a context window of 1,050,000 tokens and up to 128,000 output tokens per response. It supports tool use and reasoning, which makes it workable for multi-step tasks that call external functions or need extended deliberation. The listing does not specify whether structured output is supported, so teams that depend on strict schema adherence should confirm this before committing. Priced at $1.25 per million input tokens and $7.50 per million output tokens, it suits teams processing large volumes where cost per token matters. Its blended score of 89.6 across four independent benchmarks is anchored by a 100.0 on the AI Index coding measure, so code-heavy workloads are the clearest fit. Buyers focused on agentic tasks should weigh its lower agentic score of 67.8 against alternatives, and its EQ-Bench result of 75.6 is a useful reference for conversational use.
Benchmark results
Independent, published benchmarks. Blended score 89.6 across 4 benchmarks, last refreshed 2026-11-08. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| AI Index | broad capability composite | 84.8 |
| AI Index Coding | software engineering tasks | 100.0 |
| AI Index Agentic | multi-step tool-using tasks | 67.8 |
| EQ-Bench | emotional understanding in dialogue | 75.6 |
- 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
Category rankings
Where OpenAI: GPT-5.4 (batch) places across the 60 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #4 | Code DocumentationCode · of 25 ranked | 148 |
| #4 | Transcript CleanupWriting · of 25 ranked | 146 |
| #5 | CSV / Spreadsheet CleanupData · of 25 ranked | 158 |
| #5 | Resume WritingBusiness · of 25 ranked | 118 |
| #6 | Regex WritingCode · of 25 ranked | 137 |
| #6 | Blog Post WritingWriting · of 25 ranked | 144 |
| #6 | Marketing CopyWriting · of 25 ranked | 132 |
| #6 | Language TranslationWriting · of 25 ranked | 137 |
| #6 | Standardized Test PrepEducation · of 25 ranked | 132 |
| #6 | Trip PlanningPersonal · of 25 ranked | 144 |
| #6 | Tutoring for KidsPersonal · of 25 ranked | 137 |
| #7 | SQL GenerationCode · of 25 ranked | 175 |
| #7 | Long-Document SummarizationWriting · of 25 ranked | 168 |
| #7 | Sales / Cold EmailBusiness · of 25 ranked | 124 |
| #7 | Job Application DraftingBusiness · of 25 ranked | 124 |
| #7 | SOP / Process DocsBusiness · of 25 ranked | 138 |
| #7 | Character RoleplayPersonal · of 25 ranked | 156 |
| #7 | Journaling HelperPersonal · of 25 ranked | 124 |
| #7 | Recipe GenerationPersonal · of 25 ranked | 124 |
| #8 | Code ReviewCode · of 25 ranked | 175 |
| #8 | Code RefactoringCode · of 25 ranked | 173 |
| #8 | Unit Test GenerationCode · of 25 ranked | 158 |
| #8 | CI/CD PipelinesCode · of 25 ranked | 149 |
| #8 | ETL ScriptingData · of 25 ranked | 161 |
| #8 | OCR / Document ParsingData · of 25 ranked | 148 |
| #8 | Table Extraction from PDFsData · of 25 ranked | 148 |
| #8 | Creative WritingWriting · of 25 ranked | 165 |
| #8 | Screenwriting & DialogWriting · of 25 ranked | 165 |
| #8 | Academic WritingWriting · of 25 ranked | 165 |
| #8 | Legal DraftingProfessional · of 25 ranked | 165 |
| #8 | Legal ResearchProfessional · of 25 ranked | 177 |
| #8 | Medical Note SummarizationProfessional · of 25 ranked | 161 |
| #8 | Scientific ResearchProfessional · of 25 ranked | 177 |
| #8 | Math TutoringEducation · of 25 ranked | 151 |
| #8 | Physics TutoringEducation · of 25 ranked | 153 |
| #8 | History TutoringEducation · of 25 ranked | 151 |
| #8 | Essay GradingEducation · of 25 ranked | 175 |
| #8 | RFP ResponseBusiness · of 25 ranked | 182 |
| #8 | OKRs & Strategic PlanningBusiness · of 25 ranked | 165 |
| #8 | Screenshot DebuggingVision · of 25 ranked | 145 |
| #8 | RAG PipelinesAgents · of 25 ranked | 173 |
| #8 | Long-Context Q&AAgents · of 25 ranked | 163 |
| #8 | Fiction CollaboratorPersonal · of 25 ranked | 177 |
| #8 | Fitness CoachingPersonal · of 25 ranked | 137 |
| #8 | Math ProofsResearch · of 25 ranked | 165 |
| #8 | Literature ReviewResearch · of 25 ranked | 177 |
| #8 | Experiment DesignResearch · of 25 ranked | 160 |
| #9 | Bug FixingCode · of 25 ranked | 187 |
| #9 | Frontend Component DesignCode · of 25 ranked | 148 |
| #9 | Contract ReviewProfessional · of 25 ranked | 186 |
| #9 | Diagram ExtractionVision · of 25 ranked | 150 |
| #9 | Chart & Graph ReadingVision · of 25 ranked | 154 |
| #9 | Agent WorkflowsAgents · of 25 ranked | 198 |
| #9 | Coding AgentsAgents · of 25 ranked | 198 |
| #9 | Scientific CodingResearch · of 25 ranked | 187 |
| #10 | Data AnalysisData · of 25 ranked | 173 |
| #10 | Financial AnalysisProfessional · of 25 ranked | 162 |
| #10 | Meeting NotesBusiness · of 25 ranked | 155 |
| #13 | Browser AutomationAgents · of 25 ranked | 172 |
| #17 | Function / Tool CallingAgents · of 25 ranked | 152 |
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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.