openai
OpenAI: GPT-5 (batch)
GPT-5 from OpenAI is designed for handling extensive text, image, and file inputs with a context length of 400,000 tokens and supports reasoning and tools integration. While it excels in certain polyglot tasks, its performance varies across different benchmarks; the blended score of 69.7 places it moderately among competitors. For those needing comprehensive input modalities and robust tool support without structured output requirements, GPT-5 might be worth considering. However, given its price at $0.625 per million input tokens and $5.0 per million output tokens, it may not be the most cost-effective option for all users, especially if a higher blended benchmark score is essential.
Quality Score
100/100
price + capability + benchmarks
Input Price
$0.62
per 1M tokens
Output Price
$5.00
per 1M tokens
Context Window
400,000
tokens
Benchmark results
Independent, published benchmarks. Blended score 69.7 across 4 benchmarks, last refreshed 2026-08-13. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| Aider Polyglot | code editing across languages | 88.0 |
| AI Index | broad capability composite | 58.3 |
| AI Index Coding | software engineering tasks | 62.3 |
| AI Index Agentic | multi-step tool-using tasks | 43.8 |
- 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
Data
JSON Extraction
Pulling structured fields out of unstructured text.
Writing
Short-Form Summarization
TL;DRs of articles and emails at scale.
Writing
Email Drafting
Cold emails, replies, and outreach at the right tone.
Education
Language Learning
Conversational practice, grammar drills, vocabulary.
Personal
Chat Companion
General-purpose conversation.
Personal
Trivia & General Knowledge
Quick factual answers.
Category rankings
Where OpenAI: GPT-5 (batch) places across the 54 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #1 | JSON ExtractionData · of 25 ranked | 149 |
| #3 | Trivia & General KnowledgePersonal · of 25 ranked | 122 |
| #3 | Dataset AnnotationResearch · of 25 ranked | 144 |
| #4 | Short-Form SummarizationWriting · of 25 ranked | 131 |
| #4 | Email DraftingWriting · of 25 ranked | 127 |
| #4 | Language LearningEducation · of 25 ranked | 127 |
| #4 | Chat CompanionPersonal · of 25 ranked | 131 |
| #9 | SOP / Process DocsBusiness · of 25 ranked | 138 |
| #10 | Bulk Data LabelingData · of 25 ranked | 134 |
| #11 | Sales / Cold EmailBusiness · of 25 ranked | 123 |
| #11 | Meeting NotesBusiness · of 25 ranked | 154 |
| #11 | Job Application DraftingBusiness · of 25 ranked | 123 |
| #11 | Journaling HelperPersonal · of 25 ranked | 123 |
| #11 | Recipe GenerationPersonal · of 25 ranked | 123 |
| #14 | CSV / Spreadsheet CleanupData · of 25 ranked | 156 |
| #15 | Code DocumentationCode · of 25 ranked | 144 |
| #17 | Resume WritingBusiness · of 25 ranked | 118 |
| #18 | Customer SupportBusiness · of 25 ranked | 133 |
| #18 | Fitness CoachingPersonal · of 25 ranked | 136 |
| #19 | Regex WritingCode · of 25 ranked | 136 |
| #19 | Language TranslationWriting · of 25 ranked | 136 |
| #19 | Tutoring for KidsPersonal · of 25 ranked | 136 |
| #19 | Experiment DesignResearch · of 25 ranked | 159 |
| #20 | Unit Test GenerationCode · of 25 ranked | 156 |
| #20 | Long-Document SummarizationWriting · of 25 ranked | 161 |
| #21 | Blog Post WritingWriting · of 25 ranked | 141 |
| #21 | Marketing CopyWriting · of 25 ranked | 131 |
| #21 | Standardized Test PrepEducation · of 25 ranked | 131 |
| #21 | Diagram ExtractionVision · of 25 ranked | 150 |
| #21 | Character RoleplayPersonal · of 25 ranked | 151 |
| #21 | Trip PlanningPersonal · of 25 ranked | 141 |
| #22 | Code CompletionCode · of 25 ranked | 132 |
| #22 | CI/CD PipelinesCode · of 25 ranked | 146 |
| #22 | Frontend Component DesignCode · of 25 ranked | 147 |
| #22 | ETL ScriptingData · of 25 ranked | 156 |
| #22 | Medical Note SummarizationProfessional · of 25 ranked | 156 |
| #22 | Chart & Graph ReadingVision · of 25 ranked | 152 |
| #23 | Code ReviewCode · of 25 ranked | 169 |
| #23 | Code RefactoringCode · of 25 ranked | 166 |
| #23 | OCR / Document ParsingData · of 25 ranked | 147 |
| #23 | Table Extraction from PDFsData · of 25 ranked | 147 |
| #23 | Legal ResearchProfessional · of 25 ranked | 169 |
| #23 | Contract ReviewProfessional · of 25 ranked | 179 |
| #23 | Scientific ResearchProfessional · of 25 ranked | 169 |
| #23 | Math TutoringEducation · of 25 ranked | 149 |
| #23 | History TutoringEducation · of 25 ranked | 146 |
| #23 | Essay GradingEducation · of 25 ranked | 169 |
| #23 | RFP ResponseBusiness · of 25 ranked | 176 |
| #23 | RAG PipelinesAgents · of 25 ranked | 166 |
| #23 | Long-Context Q&AAgents · of 25 ranked | 156 |
| #23 | Fiction CollaboratorPersonal · of 25 ranked | 169 |
| #23 | Literature ReviewResearch · of 25 ranked | 169 |
| #25 | Physics TutoringEducation · of 25 ranked | 149 |
| #25 | Screenshot DebuggingVision · of 25 ranked | 142 |
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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.