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StepFun: Step 3.7 Flash vs OpenAI: GPT-5.4 Mini

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-06-23.

StepFun: Step 3.7 Flash OpenAI: GPT-5.4 Mini
Vendorstepfunopenai
Quality Score100100
Benchmark Score48.070.8
Input Price$0.20/M$0.75/M
Output Price$1.15/M$4.50/M
Context Window256,000400,000
Max Output256,000128,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index49.166.0
ai_index_agentic35.549.8
ai_index_coding61.692.5

Who wins by task?

TaskStepFun: Step 3.7 FlashOpenAI: GPT-5.4 Mini
SQL Generation 152 164
Code Review 145 159
Code Completion 129 132
Code Refactoring 143 158
Bug Fixing 154 170
Unit Test Generation 138 148
Code Documentation 132 140
Regex Writing 129 132
CI/CD Pipelines 131 139
Frontend Component Design 135 141
Data Analysis 149 160
CSV / Spreadsheet Cleanup 140 151
ETL Scripting 137 149
JSON Extraction 142 146
Bulk Data Labeling 133 133
OCR / Document Parsing 137 144
Table Extraction from PDFs 137 144
Long-Document Summarization 141 154
Short-Form Summarization 128 129
Blog Post Writing 129 136

Scores reflect capability match + benchmark data + pricing for each task. Methodology →

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