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Qwen: Qwen3.7 Flash vs Thinking Machines: Inkling

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

Qwen: Qwen3.7 Flash Thinking Machines: Inkling
Vendorqwenthinkingmachines
Quality Score100100
Benchmark Score-39.4
Input Price$0.03/M$1.00/M
Output Price$0.13/M$4.05/M
Context Window1,000,0001,048,576
Max Output65,536471,859
Tool Calling✓✓
Structured Output✓-
Reasoning Mode✓✓
Vision✓✓
Audio-✓
Benchmark Scores
ai_index-41.2

Who wins by task?

TaskQwen: Qwen3.7 FlashThinking Machines: Inkling
SQL Generation 134 130
Code Review 132 135
Code Completion 132 119
Code Refactoring 136 138
Bug Fixing 136 143
Unit Test Generation 124 120
Code Documentation 132 134
Regex Writing 120 123
CI/CD Pipelines 120 120
Frontend Component Design 122 122
Data Analysis 124 126
CSV / Spreadsheet Cleanup 134 123
ETL Scripting 128 129
JSON Extraction 132 111
Bulk Data Labeling 130 116
OCR / Document Parsing 131 125
Table Extraction from PDFs 131 125
Long-Document Summarization 138 144
Short-Form Summarization 124 117
Blog Post Writing 122 126

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

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