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StepFun: Step 3.7 Flash vs Google: Gemma 4 26B A4B

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-07-27.

StepFun: Step 3.7 Flash Google: Gemma 4 26B A4B
Vendorstepfungoogle
Quality Score100100
Benchmark Score50.351.8
Input Price$0.20/M$0.12/M
Output Price$1.15/M$0.35/M
Context Window262,144262,144
Max Output256,000262,144
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index49.942.4
ai_index_agentic35.518.1
ai_index_coding65.364.9
eqbench-70.0

Who wins by task?

TaskStepFun: Step 3.7 FlashGoogle: Gemma 4 26B A4B
SQL Generation 153 154
Code Review 146 151
Code Completion 130 132
Code Refactoring 144 150
Bug Fixing 155 158
Unit Test Generation 139 141
Code Documentation 133 137
Regex Writing 129 130
CI/CD Pipelines 131 134
Frontend Component Design 136 137
Data Analysis 150 149
CSV / Spreadsheet Cleanup 141 144
ETL Scripting 137 142
JSON Extraction 142 142
Bulk Data Labeling 133 133
OCR / Document Parsing 138 139
Table Extraction from PDFs 138 139
Long-Document Summarization 142 149
Short-Form Summarization 128 129
Blog Post Writing 129 132

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

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