openai

OpenAI: GPT-5.4 Mini

GPT-5.4 Mini is OpenAI's smaller-footprint model that accepts text, images, and files as input, with a 400,000-token context window and a 128,000-token output limit. It supports tool use and reasoning, making it capable of multi-step and agentic workflows, though structured output support is unconfirmed from available data. At $0.75 per million input tokens and $4.50 per million output tokens, it sits in the budget-to-mid tier of capable models. Its blended benchmark score of 70.8 across three benchmarks is modest, and that limited coverage means the picture is not yet complete. The standout figure is its coding score of 92.5, which makes it worth shortlisting for development-heavy workloads where cost discipline matters. Its agentic score of 49.8 is relatively weak, so teams building complex autonomous pipelines should compare it carefully against alternatives before committing.

Quality Score
100/100
price + capability + benchmarks
Input Price
$0.75
per 1M tokens
Output Price
$4.50
per 1M tokens
Context Window
400,000
tokens
Model ID
openai/gpt-5.4-mini
Vendor
openai
Tokenizer
GPT
Input Modalities
file, image, text
Output Modalities
text
Max Output
128,000 tokens
Tool Calling
✓ supported
Structured Output
✓ supported
Reasoning Mode
✓ supported
Vision
✓ accepts images
Audio
no
Moderated
yes

Strong choice for

Category rankings

Where OpenAI: GPT-5.4 Mini places across the 71 categories it ranks in. How we rank →

#CategoryScore
#5 Image CaptioningVision · of 25 ranked 121
#8 OCR / Document ParsingData · of 25 ranked 144
#8 Table Extraction from PDFsData · of 25 ranked 144
#9 Customer SupportBusiness · of 25 ranked 132
#10 JSON ExtractionData · of 25 ranked 146
#10 Diagram ExtractionVision · of 25 ranked 145
#11 Frontend Component DesignCode · of 25 ranked 141
#11 Meeting NotesBusiness · of 25 ranked 150
#11 Chart & Graph ReadingVision · of 25 ranked 147
#11 Browser AutomationAgents · of 25 ranked 161
#11 Trivia & General KnowledgePersonal · of 25 ranked 120
#11 Dataset AnnotationResearch · of 25 ranked 142
#12 Screenshot DebuggingVision · of 25 ranked 138
#13 CSV / Spreadsheet CleanupData · of 25 ranked 151
#13 Short-Form SummarizationWriting · of 25 ranked 129
#13 Blog Post WritingWriting · of 25 ranked 136
#13 Email DraftingWriting · of 25 ranked 125
#13 Language LearningEducation · of 25 ranked 125
#13 Function / Tool CallingAgents · of 25 ranked 147
#13 Chat CompanionPersonal · of 25 ranked 129
#13 Trip PlanningPersonal · of 25 ranked 136
#14 Code RefactoringCode · of 25 ranked 158
#14 Unit Test GenerationCode · of 25 ranked 148
#14 CI/CD PipelinesCode · of 25 ranked 139
#14 ETL ScriptingData · of 25 ranked 149
#14 Bulk Data LabelingData · of 25 ranked 133
#14 Medical Note SummarizationProfessional · of 25 ranked 149
#14 SOP / Process DocsBusiness · of 25 ranked 134
#14 RAG PipelinesAgents · of 25 ranked 158
#15 SQL GenerationCode · of 25 ranked 164
#15 Code ReviewCode · of 25 ranked 159
#15 Code CompletionCode · of 25 ranked 132
#15 Bug FixingCode · of 25 ranked 170
#15 Contract ReviewProfessional · of 25 ranked 169
#15 Essay GradingEducation · of 25 ranked 159
#15 Resume WritingBusiness · of 25 ranked 116
#15 RFP ResponseBusiness · of 25 ranked 167
#15 Agent WorkflowsAgents · of 25 ranked 179
#15 Coding AgentsAgents · of 25 ranked 179
#15 Scientific CodingResearch · of 25 ranked 170
#16 Math TutoringEducation · of 25 ranked 141
#16 History TutoringEducation · of 25 ranked 139
#16 Sales / Cold EmailBusiness · of 25 ranked 121
#16 Job Application DraftingBusiness · of 25 ranked 121
#16 Character RoleplayPersonal · of 25 ranked 145
#16 Journaling HelperPersonal · of 25 ranked 121
#16 Recipe GenerationPersonal · of 25 ranked 121
#16 Fitness CoachingPersonal · of 25 ranked 130
#17 Data AnalysisData · of 25 ranked 160
#17 Long-Document SummarizationWriting · of 25 ranked 154
#17 Marketing CopyWriting · of 25 ranked 126
#17 Creative WritingWriting · of 25 ranked 150
#17 Screenwriting & DialogWriting · of 25 ranked 150
#17 Academic WritingWriting · of 25 ranked 150
#17 Legal DraftingProfessional · of 25 ranked 150
#17 Financial AnalysisProfessional · of 25 ranked 150
#17 Physics TutoringEducation · of 25 ranked 141
#17 Standardized Test PrepEducation · of 25 ranked 126
#17 OKRs & Strategic PlanningBusiness · of 25 ranked 150
#17 Math ProofsResearch · of 25 ranked 150
#17 Experiment DesignResearch · of 25 ranked 150
#18 Regex WritingCode · of 25 ranked 132
#18 Language TranslationWriting · of 25 ranked 132
#18 Legal ResearchProfessional · of 25 ranked 159
#18 Scientific ResearchProfessional · of 25 ranked 159
#18 Long-Context Q&AAgents · of 25 ranked 149
#18 Fiction CollaboratorPersonal · of 25 ranked 159
#18 Tutoring for KidsPersonal · of 25 ranked 132
#18 Literature ReviewResearch · of 25 ranked 159
#20 Code DocumentationCode · of 25 ranked 140
#24 Transcript CleanupWriting · of 25 ranked 138

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