head-to-head

Qwen: Qwen3.7 Flash vs Thinking Machines: Inkling

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.

Qwen: Qwen3.7 Flash Thinking Machines: Inkling
Vendorqwenthinkingmachines
Quality Score100100
Input Price$0.03/M$1.00/M
Output Price$0.13/M$4.05/M
Context Window1,000,000524,288
Max Output65,536471,859
Tool Calling✓✓
Structured Output✓-
Reasoning Mode✓✓
Vision✓✓
Audio-✓

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Qwen3.7 Flash costs $0.062 and Inkling costs $2.01, so Qwen3.7 Flash is about 32.2 times cheaper for the same work.

Qwen3.7 Flash reads up to 1,000,000 tokens at once, roughly 1,500 pages of text, against about 786 pages for Inkling.

Only Qwen3.7 Flash offers structured output and video input; only Inkling offers audio input.

Across the 19 tasks where they differ, Qwen3.7 Flash scores higher on 19 (SQL Generation, Code Review, Code Completion and others).

Pick Qwen3.7 Flash if you need lower cost, long documents, structured output, video input or the stronger all-round task scores; pick Inkling if you need audio input.

Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.

Who wins by task?

TaskQwen: Qwen3.7 FlashThinking Machines: Inkling
SQL Generation 134 125
Code Review 132 128
Code Completion 132 119
Code Refactoring 136 132
Unit Test Generation 124 116
Code Documentation 132 131
Regex Writing 120 119
CI/CD Pipelines 120 116
Frontend Component Design 122 118
Data Analysis 124 120
CSV / Spreadsheet Cleanup 134 121
ETL Scripting 128 124
JSON Extraction 132 111
Bulk Data Labeling 130 116
OCR / Document Parsing 131 123
Table Extraction from PDFs 131 123
Long-Document Summarization 138 137
Short-Form Summarization 124 115
Blog Post Writing 122 121

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

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