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 2026-06-12.
| StepFun: Step 3.7 Flash | Google: Gemma 4 26B A4B (free) | |
|---|---|---|
| Vendor | stepfun | |
| Quality Score | 100 | 100 |
| Benchmark Score | 74.4 | - |
| Input Price | $0.20/M | Free |
| Output Price | $1.15/M | Free |
| Context Window | 256,000 | 262,144 |
| Max Output | 256,000 | 32,768 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | 70.3 | - |
| ai_index_agentic | 98.2 | - |
| ai_index_coding | 61.2 | - |
Who wins by task?
| Task | StepFun: Step 3.7 Flash | Google: Gemma 4 26B A4B (free) |
|---|---|---|
| SQL Generation | 163 | 131 |
| Code Review | 156 | 126 |
| Code Completion | 130 | 129 |
| Code Refactoring | 151 | 127 |
| Bug Fixing | 171 | 130 |
| Unit Test Generation | 146 | 121 |
| Code Documentation | 136 | 126 |
| Regex Writing | 135 | 120 |
| CI/CD Pipelines | 137 | 117 |
| Frontend Component Design | 142 | 122 |
| Data Analysis | 166 | 124 |
| CSV / Spreadsheet Cleanup | 143 | 128 |
| ETL Scripting | 144 | 122 |
| JSON Extraction | 143 | 132 |
| Bulk Data Labeling | 133 | 130 |
| OCR / Document Parsing | 139 | 128 |
| Table Extraction from PDFs | 139 | 128 |
| Long-Document Summarization | 148 | 129 |
| Short-Form Summarization | 131 | 124 |
| Blog Post Writing | 135 | 119 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →
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