OpenAI: GPT-5 (batch)
The OpenAI GPT-5 batch model is a versatile AI capable of processing text, images, and files with a vast context length of 400,000 tokens; it supports reasoning and tools but lacks structured output capabilities. For those needing robust multimodal handling and reasoning abilities across diverse tasks, this model stands out. However, its high cost-$0.625 per million input tokens and $5.0 per million output tokens-makes it less accessible for frequent or extensive use. Despite a blended benchmark score of 69.8 across four independent evaluations, indicating strong performance in polyglot tasks and AI indexing, the model is not free and may be more suitable for projects with high budgets where cost-effectiveness is secondary to capability.
Benchmark results
Independent, published benchmarks. Blended score 69.8 across 4 benchmarks, last refreshed 2026-07-29. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| Aider Polyglot | code editing across languages | 88.0 |
| AI Index | broad capability composite | 57.3 |
| AI Index Coding | software engineering tasks | 62.3 |
| AI Index Agentic | multi-step tool-using tasks | 42.4 |
- Model ID
- openai/gpt-5:batch
- Vendor
- openai
- Released
- August 2025
- 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 $0.62/M input and $5.00/M output rates. Run your own numbers →
| Job | Tokens | Cost |
|---|---|---|
| Summarize a 50-page report | 30k in / 1.5k out | $0.03 |
| Classify 1,000 customer emails | 500k in / 50k out | $0.56 |
| A month of a busy support chatbot | 5M in / 2M out | $13.12 |
Strong choice for
JSON Extraction
Short-Form Summarization
Email Drafting
Language Learning
SOP / Process Docs
Chat Companion
Category rankings
Where OpenAI: GPT-5 (batch) places across the 71 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #1 | JSON ExtractionData · of 25 ranked | 149 |
| #1 | Dataset AnnotationResearch · of 25 ranked | 144 |
| #2 | Trivia & General KnowledgePersonal · of 25 ranked | 122 |
| #5 | Short-Form SummarizationWriting · of 25 ranked | 131 |
| #5 | Email DraftingWriting · of 25 ranked | 127 |
| #5 | Language LearningEducation · of 25 ranked | 127 |
| #5 | SOP / Process DocsBusiness · of 25 ranked | 138 |
| #5 | Chat CompanionPersonal · of 25 ranked | 131 |
| #7 | Resume WritingBusiness · of 25 ranked | 118 |
| #8 | Sales / Cold EmailBusiness · of 25 ranked | 123 |
| #8 | Job Application DraftingBusiness · of 25 ranked | 123 |
| #8 | Journaling HelperPersonal · of 25 ranked | 123 |
| #8 | Recipe GenerationPersonal · of 25 ranked | 123 |
| #9 | Regex WritingCode · of 25 ranked | 136 |
| #9 | Bulk Data LabelingData · of 25 ranked | 134 |
| #9 | Marketing CopyWriting · of 25 ranked | 131 |
| #9 | Language TranslationWriting · of 25 ranked | 136 |
| #9 | Standardized Test PrepEducation · of 25 ranked | 131 |
| #9 | Fitness CoachingPersonal · of 25 ranked | 136 |
| #9 | Tutoring for KidsPersonal · of 25 ranked | 136 |
| #10 | Diagram ExtractionVision · of 25 ranked | 150 |
| #11 | Unit Test GenerationCode · of 25 ranked | 156 |
| #11 | Frontend Component DesignCode · of 25 ranked | 147 |
| #11 | Math TutoringEducation · of 25 ranked | 148 |
| #11 | Meeting NotesBusiness · of 25 ranked | 154 |
| #11 | Experiment DesignResearch · of 25 ranked | 159 |
| #12 | SQL GenerationCode · of 25 ranked | 171 |
| #12 | OCR / Document ParsingData · of 25 ranked | 147 |
| #12 | Table Extraction from PDFsData · of 25 ranked | 147 |
| #12 | Blog Post WritingWriting · of 25 ranked | 141 |
| #12 | Trip PlanningPersonal · of 25 ranked | 141 |
| #13 | Code DocumentationCode · of 25 ranked | 143 |
| #13 | CI/CD PipelinesCode · of 25 ranked | 146 |
| #13 | CSV / Spreadsheet CleanupData · of 25 ranked | 156 |
| #14 | Chart & Graph ReadingVision · of 25 ranked | 152 |
| #15 | Long-Document SummarizationWriting · of 25 ranked | 161 |
| #15 | Physics TutoringEducation · of 25 ranked | 148 |
| #15 | Character RoleplayPersonal · of 25 ranked | 151 |
| #16 | Code ReviewCode · of 25 ranked | 168 |
| #16 | ETL ScriptingData · of 25 ranked | 156 |
| #16 | Financial AnalysisProfessional · of 25 ranked | 159 |
| #16 | Medical Note SummarizationProfessional · of 25 ranked | 156 |
| #16 | History TutoringEducation · of 25 ranked | 145 |
| #16 | Essay GradingEducation · of 25 ranked | 168 |
| #16 | Customer SupportBusiness · of 25 ranked | 133 |
| #16 | Screenshot DebuggingVision · of 25 ranked | 142 |
| #17 | Code CompletionCode · of 25 ranked | 132 |
| #17 | Code RefactoringCode · of 25 ranked | 166 |
| #17 | Creative WritingWriting · of 25 ranked | 158 |
| #17 | Screenwriting & DialogWriting · of 25 ranked | 158 |
| #17 | Academic WritingWriting · of 25 ranked | 158 |
| #17 | Legal DraftingProfessional · of 25 ranked | 158 |
| #17 | Legal ResearchProfessional · of 25 ranked | 168 |
| #17 | Contract ReviewProfessional · of 25 ranked | 179 |
| #17 | Scientific ResearchProfessional · of 25 ranked | 168 |
| #17 | RFP ResponseBusiness · of 25 ranked | 176 |
| #17 | OKRs & Strategic PlanningBusiness · of 25 ranked | 158 |
| #17 | RAG PipelinesAgents · of 25 ranked | 166 |
| #17 | Long-Context Q&AAgents · of 25 ranked | 155 |
| #17 | Fiction CollaboratorPersonal · of 25 ranked | 168 |
| #17 | Math ProofsResearch · of 25 ranked | 158 |
| #17 | Literature ReviewResearch · of 25 ranked | 168 |
| #19 | Data AnalysisData · of 25 ranked | 169 |
| #22 | Bug FixingCode · of 25 ranked | 179 |
| #22 | Transcript CleanupWriting · of 25 ranked | 141 |
| #22 | Image CaptioningVision · of 25 ranked | 120 |
| #22 | Scientific CodingResearch · of 25 ranked | 179 |
| #23 | Agent WorkflowsAgents · of 25 ranked | 189 |
| #23 | Function / Tool CallingAgents · of 25 ranked | 150 |
| #23 | Coding AgentsAgents · of 25 ranked | 189 |
| #24 | Browser AutomationAgents · of 25 ranked | 167 |
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 (batch) cost?
- $0.62 per million input tokens and $5.00 per million output tokens.
- What is OpenAI: GPT-5 (batch)'s context window?
- 400,000 tokens, roughly 600 pages of text in a single request.
- Does OpenAI: GPT-5 (batch) support tool calling?
- It supports tool calling, structured output, a reasoning mode.
- Can OpenAI: GPT-5 (batch) process images?
- Yes, it accepts image input.