head-to-head

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

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

StepFun: Step 3.7 Flash Google: Gemma 4 26B A4B (free)
Vendorstepfungoogle
Quality Score100100
Benchmark Score48.0-
Input Price$0.20/MFree
Output Price$1.15/MFree
Context Window256,000262,144
Max Output256,00032,768
Tool Calling
Structured Output
Reasoning Mode
Vision
Audio--
Benchmark Scores
ai_index49.1-
ai_index_agentic35.5-
ai_index_coding61.6-

Who wins by task?

TaskStepFun: Step 3.7 FlashGoogle: Gemma 4 26B A4B (free)
SQL Generation 152 131
Code Review 145 126
Code Completion 129 129
Code Refactoring 143 127
Bug Fixing 154 130
Unit Test Generation 138 121
Code Documentation 132 126
Regex Writing 129 120
CI/CD Pipelines 131 117
Frontend Component Design 135 122
Data Analysis 149 124
CSV / Spreadsheet Cleanup 140 128
ETL Scripting 137 122
JSON Extraction 142 132
Bulk Data Labeling 133 130
OCR / Document Parsing 137 128
Table Extraction from PDFs 137 128
Long-Document Summarization 141 129
Short-Form Summarization 128 124
Blog Post Writing 129 119

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

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