head-to-head

inclusionAI: Ling 3.0 Flash VL vs Qwen: Qwen3.8 27B (free)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.

inclusionAI: Ling 3.0 Flash VL Qwen: Qwen3.8 27B (free)
Vendorinclusionaiqwen
Quality Score100100
Benchmark Score38.655.6
Input Price$0.06/MFree
Output Price$0.18/MFree
Context Window131,072262,144
Max Output32,768235,929
Tool Calling
Structured Output
Reasoning Mode
Vision
Audio--
Benchmark Scores
ai_index40.555.6

Who wins by task?

TaskinclusionAI: Ling 3.0 Flash VLQwen: Qwen3.8 27B (free)
SQL Generation 133 137
Code Review 128 137
Code Completion 127 130
Code Refactoring 126 136
Bug Fixing 132 141
Unit Test Generation 123 127
Code Documentation 124 131
Regex Writing 124 125
CI/CD Pipelines 119 123
Frontend Component Design 126 128
Data Analysis 130 132
CSV / Spreadsheet Cleanup 124 130
ETL Scripting 122 130
Bulk Data Labeling 129 130
OCR / Document Parsing 127 131
Table Extraction from PDFs 127 131
Long-Document Summarization 128 138
Short-Form Summarization 126 126
Blog Post Writing 121 125

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

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