head-to-head

Qwen: Qwen3.7 Flash vs Thinking Machines: Inkling

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-07-28.

Qwen: Qwen3.7 Flash Thinking Machines: Inkling
Vendorqwenthinkingmachines
Quality Score100100
Benchmark Score-69.7
Input Price$0.03/M$1.00/M
Output Price$0.13/M$4.05/M
Context Window1,000,0001,048,576
Max Output65,536-
Tool Calling
Structured Output-
Reasoning Mode
Vision
Audio-
Benchmark Scores
ai_index-67.2
ai_index_agentic-53.4
ai_index_coding-85.9

Who wins by task?

TaskQwen: Qwen3.7 FlashThinking Machines: Inkling
SQL Generation 134 155
Code Review 132 155
Code Completion 132 120
Code Refactoring 136 154
Bug Fixing 136 170
Unit Test Generation 124 140
Code Documentation 132 140
Regex Writing 120 132
CI/CD Pipelines 120 135
Frontend Component Design 122 137
Data Analysis 124 156
CSV / Spreadsheet Cleanup 134 138
ETL Scripting 128 144
JSON Extraction 132 125
Bulk Data Labeling 130 121
OCR / Document Parsing 131 136
Table Extraction from PDFs 131 136
Long-Document Summarization 138 154
Short-Form Summarization 124 121
Blog Post Writing 122 136

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

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