openai

OpenAI: GPT-5.4 (batch)

The OpenAI GPT-5.4 (batch) is a powerful AI model capable of processing text, images, and files, with a substantial context length of 1,050,000 tokens. It supports reasoning and tools integration, making it versatile for complex tasks. However, the lack of structured output support might limit its utility in certain applications. This model should be considered by users requiring robust text and image processing capabilities within a broad context, as it offers strong performance across multiple benchmarks with a blended score of 90.3 out of 100. Given its pricing at $1.25 per million input tokens and $7.5 per million output tokens, GPT-5.4 (batch) strikes a balance between cost and capability for those who need advanced AI functionalities.

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 90.3 across 4 benchmarks, last refreshed 2026-08-13. How scoring works →

BenchmarkMeasuresScore
AI Index broad capability composite 87.7
AI Index Coding software engineering tasks 100.0
AI Index Agentic multi-step tool-using tasks 72.9
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 →

JobTokensCost
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 →

#CategoryScore
#3 Transcript CleanupWriting · of 25 ranked 146
#4 Code DocumentationCode · of 25 ranked 148
#5 Regex WritingCode · of 25 ranked 138
#5 CSV / Spreadsheet CleanupData · of 25 ranked 158
#5 Marketing CopyWriting · of 25 ranked 133
#5 Language TranslationWriting · of 25 ranked 138
#5 Standardized Test PrepEducation · of 25 ranked 133
#5 Sales / Cold EmailBusiness · of 25 ranked 124
#5 Resume WritingBusiness · of 25 ranked 119
#5 Job Application DraftingBusiness · of 25 ranked 124
#5 Journaling HelperPersonal · of 25 ranked 124
#5 Recipe GenerationPersonal · of 25 ranked 124
#5 Tutoring for KidsPersonal · of 25 ranked 138
#6 Blog Post WritingWriting · of 25 ranked 145
#6 Trip PlanningPersonal · of 25 ranked 145
#7 SQL GenerationCode · of 25 ranked 176
#7 Long-Document SummarizationWriting · of 25 ranked 170
#7 Character RoleplayPersonal · of 25 ranked 158
#8 Code ReviewCode · of 25 ranked 176
#8 Code RefactoringCode · of 25 ranked 174
#8 Unit Test GenerationCode · of 25 ranked 160
#8 CI/CD PipelinesCode · of 25 ranked 150
#8 Frontend Component DesignCode · of 25 ranked 149
#8 ETL ScriptingData · of 25 ranked 162
#8 OCR / Document ParsingData · of 25 ranked 149
#8 Table Extraction from PDFsData · of 25 ranked 149
#8 Creative WritingWriting · of 25 ranked 167
#8 Screenwriting & DialogWriting · of 25 ranked 167
#8 Academic WritingWriting · of 25 ranked 167
#8 Legal DraftingProfessional · of 25 ranked 167
#8 Legal ResearchProfessional · of 25 ranked 179
#8 Contract ReviewProfessional · of 25 ranked 189
#8 Medical Note SummarizationProfessional · of 25 ranked 162
#8 Scientific ResearchProfessional · of 25 ranked 179
#8 Math TutoringEducation · of 25 ranked 152
#8 Physics TutoringEducation · of 25 ranked 154
#8 History TutoringEducation · of 25 ranked 152
#8 Essay GradingEducation · of 25 ranked 176
#8 RFP ResponseBusiness · of 25 ranked 184
#8 SOP / Process DocsBusiness · of 25 ranked 138
#8 OKRs & Strategic PlanningBusiness · of 25 ranked 167
#8 Screenshot DebuggingVision · of 25 ranked 146
#8 RAG PipelinesAgents · of 25 ranked 174
#8 Long-Context Q&AAgents · of 25 ranked 165
#8 Fiction CollaboratorPersonal · of 25 ranked 179
#8 Fitness CoachingPersonal · of 25 ranked 138
#8 Math ProofsResearch · of 25 ranked 167
#8 Literature ReviewResearch · of 25 ranked 179
#8 Experiment DesignResearch · of 25 ranked 162
#9 Bug FixingCode · of 25 ranked 189
#9 Agent WorkflowsAgents · of 25 ranked 201
#9 Coding AgentsAgents · of 25 ranked 201
#9 Scientific CodingResearch · of 25 ranked 189
#10 Meeting NotesBusiness · of 25 ranked 156
#10 Chart & Graph ReadingVision · of 25 ranked 155
#13 Financial AnalysisProfessional · of 25 ranked 163
#13 Diagram ExtractionVision · of 25 ranked 151
#14 Data AnalysisData · of 25 ranked 175
#14 Browser AutomationAgents · of 25 ranked 174
#21 Function / Tool CallingAgents · of 25 ranked 153

Similar models

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.