openai

OpenAI: GPT-5.4 (batch)

Quality Score
100/100
price + capability + benchmarks
Input Price
$1.25
per 1M tokens · checked 2026-11-07
Output Price
$7.50
per 1M tokens · checked 2026-11-07
Context Window
1,050,000
tokens

OpenAI's GPT-5.4 (batch) accepts text, image, and file inputs, with a context window of 1,050,000 tokens and up to 128,000 output tokens per response. It supports tool use and reasoning, which makes it workable for multi-step tasks that call external functions or need extended deliberation. The listing does not specify whether structured output is supported, so teams that depend on strict schema adherence should confirm this before committing. Priced at $1.25 per million input tokens and $7.50 per million output tokens, it suits teams processing large volumes where cost per token matters. Its blended score of 89.6 across four independent benchmarks is anchored by a 100.0 on the AI Index coding measure, so code-heavy workloads are the clearest fit. Buyers focused on agentic tasks should weigh its lower agentic score of 67.8 against alternatives, and its EQ-Bench result of 75.6 is a useful reference for conversational use.

Benchmark results

Independent, published benchmarks. Blended score 89.6 across 4 benchmarks, last refreshed 2026-11-08. How scoring works →

BenchmarkMeasuresScore
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 75.6
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
#4 Code DocumentationCode · of 25 ranked 148
#4 Transcript CleanupWriting · of 25 ranked 146
#5 CSV / Spreadsheet CleanupData · of 25 ranked 158
#5 Resume WritingBusiness · of 25 ranked 118
#6 Regex WritingCode · of 25 ranked 137
#6 Blog Post WritingWriting · of 25 ranked 144
#6 Marketing CopyWriting · of 25 ranked 132
#6 Language TranslationWriting · of 25 ranked 137
#6 Standardized Test PrepEducation · of 25 ranked 132
#6 Trip PlanningPersonal · of 25 ranked 144
#6 Tutoring for KidsPersonal · of 25 ranked 137
#7 SQL GenerationCode · of 25 ranked 175
#7 Long-Document SummarizationWriting · of 25 ranked 168
#7 Sales / Cold EmailBusiness · of 25 ranked 124
#7 Job Application DraftingBusiness · of 25 ranked 124
#7 SOP / Process DocsBusiness · of 25 ranked 138
#7 Character RoleplayPersonal · of 25 ranked 156
#7 Journaling HelperPersonal · of 25 ranked 124
#7 Recipe GenerationPersonal · of 25 ranked 124
#8 Code ReviewCode · of 25 ranked 175
#8 Code RefactoringCode · of 25 ranked 173
#8 Unit Test GenerationCode · of 25 ranked 158
#8 CI/CD PipelinesCode · of 25 ranked 149
#8 ETL ScriptingData · of 25 ranked 161
#8 OCR / Document ParsingData · of 25 ranked 148
#8 Table Extraction from PDFsData · of 25 ranked 148
#8 Creative WritingWriting · of 25 ranked 165
#8 Screenwriting & DialogWriting · of 25 ranked 165
#8 Academic WritingWriting · of 25 ranked 165
#8 Legal DraftingProfessional · of 25 ranked 165
#8 Legal ResearchProfessional · of 25 ranked 177
#8 Medical Note SummarizationProfessional · of 25 ranked 161
#8 Scientific ResearchProfessional · of 25 ranked 177
#8 Math TutoringEducation · of 25 ranked 151
#8 Physics TutoringEducation · of 25 ranked 153
#8 History TutoringEducation · of 25 ranked 151
#8 Essay GradingEducation · of 25 ranked 175
#8 RFP ResponseBusiness · of 25 ranked 182
#8 OKRs & Strategic PlanningBusiness · of 25 ranked 165
#8 Screenshot DebuggingVision · of 25 ranked 145
#8 RAG PipelinesAgents · of 25 ranked 173
#8 Long-Context Q&AAgents · of 25 ranked 163
#8 Fiction CollaboratorPersonal · of 25 ranked 177
#8 Fitness CoachingPersonal · of 25 ranked 137
#8 Math ProofsResearch · of 25 ranked 165
#8 Literature ReviewResearch · of 25 ranked 177
#8 Experiment DesignResearch · of 25 ranked 160
#9 Bug FixingCode · of 25 ranked 187
#9 Frontend Component DesignCode · of 25 ranked 148
#9 Contract ReviewProfessional · of 25 ranked 186
#9 Diagram ExtractionVision · of 25 ranked 150
#9 Chart & Graph ReadingVision · of 25 ranked 154
#9 Agent WorkflowsAgents · of 25 ranked 198
#9 Coding AgentsAgents · of 25 ranked 198
#9 Scientific CodingResearch · of 25 ranked 187
#10 Data AnalysisData · of 25 ranked 173
#10 Financial AnalysisProfessional · of 25 ranked 162
#10 Meeting NotesBusiness · of 25 ranked 155
#13 Browser AutomationAgents · of 25 ranked 172
#17 Function / Tool CallingAgents · of 25 ranked 152

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.

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