head-to-head

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

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

	Thinking Machines: Inkling (batch)	Qwen: Qwen3.7 Plus
Vendor	thinkingmachines	qwen
Quality Score	100	100
Benchmark Score	70.5	63.7
Input Price	$0.50/M	$0.32/M
Output Price	$2.02/M	$1.28/M
Context Window	524,288	1,000,000
Max Output	-	131,072
Tool Calling	✓	✓
Structured Output	-	✓
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	✓	-
Benchmark Scores
ai_index	69.8	65.0
ai_index_agentic	56.3	34.1
ai_index_coding	85.9	92.2

Who wins by task?

Task	Thinking Machines: Inkling (batch)	Qwen: Qwen3.7 Plus
SQL Generation	156	162
Code Review	156	157
Code Completion	132	133
Code Refactoring	154	157
Bug Fixing	171	166
Unit Test Generation	140	147
Code Documentation	141	140
Regex Writing	133	131
CI/CD Pipelines	136	138
Frontend Component Design	138	140
Data Analysis	157	156
CSV / Spreadsheet Cleanup	139	151
ETL Scripting	145	147
JSON Extraction	134	146
Bulk Data Labeling	130	134
OCR / Document Parsing	136	144
Table Extraction from PDFs	136	144
Long-Document Summarization	155	154
Short-Form Summarization	130	129
Blog Post Writing	136	135

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