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.
- 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 →
| # | Category | Score |
|---|---|---|
| #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 |