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Qwen: Qwen3.8 Max vs StepFun: Step 3.7 Flash

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-04.

Qwen: Qwen3.8 Max StepFun: Step 3.7 Flash
Vendorqwenstepfun
Quality Score100100
Benchmark Score-50.3
Input Price$2.00/M$0.20/M
Output Price$6.00/M$1.15/M
Context Window1,000,000262,144
Max Output131,072256,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index-49.9
ai_index_agentic-35.5
ai_index_coding-65.3

Who wins by task?

TaskQwen: Qwen3.8 MaxStepFun: Step 3.7 Flash
SQL Generation 133 153
Code Review 132 146
Code Completion 118 130
Code Refactoring 136 144
Bug Fixing 136 155
Unit Test Generation 124 139
Code Documentation 130 133
Regex Writing 118 129
CI/CD Pipelines 120 131
Frontend Component Design 122 136
Data Analysis 124 150
CSV / Spreadsheet Cleanup 133 141
ETL Scripting 128 137
JSON Extraction 122 142
Bulk Data Labeling 119 133
OCR / Document Parsing 131 138
Table Extraction from PDFs 131 138
Long-Document Summarization 137 142
Short-Form Summarization 114 128
Blog Post Writing 121 129

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

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