head-to-head

Thinking Machines: Inkling vs Qwen: Qwen3.7 Plus

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

Thinking Machines: Inkling Qwen: Qwen3.7 Plus
Vendorthinkingmachinesqwen
Quality Score100100
Benchmark Score-64.8
Input Price$1.00/M$0.32/M
Output Price$4.05/M$1.28/M
Context Window524,2881,000,000
Max Output471,859131,072
Tool Calling✓✓
Structured Output-✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-
Benchmark Scores
ai_index-64.3
ai_index_agentic-34.3
ai_index_coding-92.2

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Qwen3.7 Plus costs $0.64 and Inkling costs $2.01, so Qwen3.7 Plus is about 3.1 times cheaper for the same work.

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

Only Inkling offers audio input; only Qwen3.7 Plus offers structured output.

Across the 20 tasks where they differ, Qwen3.7 Plus on 20 (SQL Generation, Code Review, Code Completion and others).

Inkling was released in July 2026 and Qwen3.7 Plus in June 2026.

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

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?

TaskThinking Machines: InklingQwen: Qwen3.7 Plus
SQL Generation 125 162
Code Review 128 157
Code Completion 119 133
Code Refactoring 132 157
Bug Fixing 136 166
Unit Test Generation 116 147
Code Documentation 131 140
Regex Writing 119 131
CI/CD Pipelines 116 138
Frontend Component Design 118 140
Data Analysis 120 156
CSV / Spreadsheet Cleanup 121 151
ETL Scripting 124 147
JSON Extraction 111 146
Bulk Data Labeling 116 134
OCR / Document Parsing 123 144
Table Extraction from PDFs 123 144
Long-Document Summarization 137 153
Short-Form Summarization 115 129
Blog Post Writing 121 135

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

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