openai
OpenAI: GPT-5.4 (batch)
OpenAI's GPT-5.4 is designed for handling extensive text, images, and files with a context length of 1 million tokens and supports reasoning and external tools. This model excels in both input and output modalities, making it versatile for a wide range of tasks that require understanding and processing diverse data types. For those seeking a robust solution in terms of cost-effectiveness and performance, GPT-5.4 is worth considering. With a blended benchmark score of 89.4 across four independent benchmarks, it performs exceptionally well in coding but shows less strength in agentic tasks. At $1.25 per million input tokens and $7.5 per million output tokens, the pricing might be slightly on the higher side, making it more suitable for projects with a high volume of data processing or those willing to invest in top-tier capabilities.
Quality Score
100/100
price + capability + benchmarks
Input Price
$1.25
per 1M tokens
Output Price
$7.50
per 1M tokens
Context Window
1,050,000
tokens
Benchmark results
Independent, published benchmarks. Blended score 89.4 across 4 benchmarks, last refreshed 2026-07-29. 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 | 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
Code Documentation
Writing clear docstrings and READMEs that match the code.
Code
Regex Writing
Crafting regular expressions that actually match what you intend.
Data
CSV / Spreadsheet Cleanup
Normalizing messy tabular data with consistent fields.
Writing
Marketing Copy
Headlines, ad copy, and brand voice.
Writing
Language Translation
High-quality multilingual translation.
Writing
Transcript Cleanup
Turning raw ASR output into readable prose.
Category rankings
Where OpenAI: GPT-5.4 (batch) places across the 60 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #2 | Transcript CleanupWriting · of 25 ranked | 146 |
| #3 | Code DocumentationCode · of 25 ranked | 148 |
| #3 | Sales / Cold EmailBusiness · of 25 ranked | 124 |
| #3 | Job Application DraftingBusiness · of 25 ranked | 124 |
| #3 | Journaling HelperPersonal · of 25 ranked | 124 |
| #3 | Recipe GenerationPersonal · of 25 ranked | 124 |
| #4 | Regex WritingCode · of 25 ranked | 138 |
| #4 | Language TranslationWriting · of 25 ranked | 138 |
| #4 | Resume WritingBusiness · of 25 ranked | 119 |
| #4 | Tutoring for KidsPersonal · of 25 ranked | 138 |
| #5 | CSV / Spreadsheet CleanupData · of 25 ranked | 158 |
| #5 | Marketing CopyWriting · of 25 ranked | 133 |
| #5 | Standardized Test PrepEducation · of 25 ranked | 133 |
| #6 | SQL GenerationCode · of 25 ranked | 175 |
| #6 | Long-Document SummarizationWriting · of 25 ranked | 169 |
| #6 | Blog Post WritingWriting · of 25 ranked | 145 |
| #6 | SOP / Process DocsBusiness · of 25 ranked | 138 |
| #6 | Character RoleplayPersonal · of 25 ranked | 157 |
| #6 | Trip PlanningPersonal · of 25 ranked | 145 |
| #7 | Code ReviewCode · of 25 ranked | 175 |
| #7 | Code RefactoringCode · of 25 ranked | 174 |
| #7 | Unit Test GenerationCode · of 25 ranked | 159 |
| #7 | CI/CD PipelinesCode · of 25 ranked | 149 |
| #7 | Frontend Component DesignCode · of 25 ranked | 149 |
| #7 | ETL ScriptingData · of 25 ranked | 161 |
| #7 | OCR / Document ParsingData · of 25 ranked | 149 |
| #7 | Table Extraction from PDFsData · of 25 ranked | 149 |
| #7 | Creative WritingWriting · of 25 ranked | 166 |
| #7 | Screenwriting & DialogWriting · of 25 ranked | 166 |
| #7 | Academic WritingWriting · of 25 ranked | 166 |
| #7 | Legal DraftingProfessional · of 25 ranked | 166 |
| #7 | Legal ResearchProfessional · of 25 ranked | 178 |
| #7 | Contract ReviewProfessional · of 25 ranked | 187 |
| #7 | Medical Note SummarizationProfessional · of 25 ranked | 161 |
| #7 | Scientific ResearchProfessional · of 25 ranked | 178 |
| #7 | Math TutoringEducation · of 25 ranked | 151 |
| #7 | Physics TutoringEducation · of 25 ranked | 153 |
| #7 | History TutoringEducation · of 25 ranked | 152 |
| #7 | Essay GradingEducation · of 25 ranked | 175 |
| #7 | RFP ResponseBusiness · of 25 ranked | 183 |
| #7 | OKRs & Strategic PlanningBusiness · of 25 ranked | 166 |
| #7 | Diagram ExtractionVision · of 25 ranked | 150 |
| #7 | Screenshot DebuggingVision · of 25 ranked | 145 |
| #7 | Chart & Graph ReadingVision · of 25 ranked | 155 |
| #7 | RAG PipelinesAgents · of 25 ranked | 174 |
| #7 | Long-Context Q&AAgents · of 25 ranked | 164 |
| #7 | Fiction CollaboratorPersonal · of 25 ranked | 178 |
| #7 | Fitness CoachingPersonal · of 25 ranked | 137 |
| #7 | Math ProofsResearch · of 25 ranked | 166 |
| #7 | Literature ReviewResearch · of 25 ranked | 178 |
| #7 | Experiment DesignResearch · of 25 ranked | 161 |
| #8 | Bug FixingCode · of 25 ranked | 188 |
| #8 | Data AnalysisData · of 25 ranked | 173 |
| #8 | Financial AnalysisProfessional · of 25 ranked | 162 |
| #8 | Agent WorkflowsAgents · of 25 ranked | 199 |
| #8 | Coding AgentsAgents · of 25 ranked | 199 |
| #8 | Scientific CodingResearch · of 25 ranked | 188 |
| #9 | Browser AutomationAgents · of 25 ranked | 172 |
| #10 | Meeting NotesBusiness · of 25 ranked | 155 |
| #12 | 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.