openai

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.

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 69.8 across 4 benchmarks, last refreshed 2026-07-29. How scoring works →

BenchmarkMeasuresScore
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 →

JobTokensCost
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

Category rankings

Where OpenAI: GPT-5 (batch) places across the 71 categories it ranks in. How we rank →

#CategoryScore
#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

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.