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Qwen: Qwen3.8 Max (0902) vs inclusionAI: Ling 3.0 Flash

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-06.

Qwen: Qwen3.8 Max (0902) inclusionAI: Ling 3.0 Flash
Vendorqweninclusionai
Quality Score100100
Benchmark Score88.654.4
Input Price$2.00/M$0.02/M
Output Price$6.00/M$0.06/M
Context Window1,000,000262,144
Max Output131,07232,768
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓-
Audio--
Benchmark Scores
ai_index77.445.1
ai_index_agentic82.334.8
ai_index_coding100.083.6

Who wins by task?

TaskQwen: Qwen3.8 Max (0902)inclusionAI: Ling 3.0 Flash
SQL Generation 171 155
Code Review 165 147
Code Completion 119 130
Code Refactoring 163 144
Bug Fixing 180 156
Unit Test Generation 153 141
Code Documentation 141 133
Regex Writing 135 129
CI/CD Pipelines 144 132
Frontend Component Design 146 107
Data Analysis 170 152
CSV / Spreadsheet Cleanup 153 143
ETL Scripting 153 138
JSON Extraction 139 145
Bulk Data Labeling 125 134
OCR / Document Parsing 146 94
Table Extraction from PDFs 146 94
Long-Document Summarization 158 142
Short-Form Summarization 122 129
Blog Post Writing 139 130

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

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