head-to-head

Qwen: Qwen3.7 Flash vs Thinking Machines: Inkling (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-13.

	Qwen: Qwen3.7 Flash	Thinking Machines: Inkling (batch)
Vendor	qwen	thinkingmachines
Quality Score	100	100
Benchmark Score	-	70.5
Input Price	$0.03/M	$0.50/M
Output Price	$0.13/M	$2.02/M
Context Window	1,000,000	524,288
Max Output	65,536	-
Tool Calling	✓	✓
Structured Output	✓	-
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	-	✓
Benchmark Scores
ai_index	-	69.8
ai_index_agentic	-	56.3
ai_index_coding	-	85.9

Who wins by task?

Task	Qwen: Qwen3.7 Flash	Thinking Machines: Inkling (batch)
SQL Generation	134	156
Code Review	132	156
Code Completion	132	132
Code Refactoring	136	154
Bug Fixing	136	171
Unit Test Generation	124	140
Code Documentation	132	141
Regex Writing	120	133
CI/CD Pipelines	120	136
Frontend Component Design	122	138
Data Analysis	124	157
CSV / Spreadsheet Cleanup	134	139
ETL Scripting	128	145
JSON Extraction	132	134
Bulk Data Labeling	130	130
OCR / Document Parsing	131	136
Table Extraction from PDFs	131	136
Long-Document Summarization	138	155
Short-Form Summarization	124	130
Blog Post Writing	122	136

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