head-to-head

Thinking Machines: Inkling vs Qwen: Qwen3.7 Plus

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.

Thinking Machines: Inkling Qwen: Qwen3.7 Plus
Vendorthinkingmachinesqwen
Quality Score100100
Benchmark Score39.439.7
Input Price$1.00/M$0.32/M
Output Price$4.05/M$1.28/M
Context Window1,048,5761,000,000
Max Output471,859131,072
Tool Calling
Structured Output-
Reasoning Mode
Vision
Audio-
Benchmark Scores
ai_index41.241.5

Who wins by task?

TaskThinking Machines: InklingQwen: Qwen3.7 Plus
SQL Generation 130 138
Code Review 135 139
Code Completion 119 132
Code Refactoring 138 142
Bug Fixing 143 143
Unit Test Generation 120 129
Code Documentation 134 135
Regex Writing 123 123
CI/CD Pipelines 120 125
Frontend Component Design 122 127
Data Analysis 126 130
CSV / Spreadsheet Cleanup 123 135
ETL Scripting 129 133
JSON Extraction 111 131
Bulk Data Labeling 116 129
OCR / Document Parsing 125 133
Table Extraction from PDFs 125 133
Long-Document Summarization 144 144
Short-Form Summarization 117 125
Blog Post Writing 126 126

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

Related comparisons

Anthropic: Claude Opus 5 (batch) vs Qwen: Qwen3.7 Plus Anthropic: Claude Opus 5 (batch) vs Thinking Machines: Inkling Anthropic: Claude Sonnet 5 (batch) vs Qwen: Qwen3.7 Plus Anthropic: Claude Sonnet 5 vs Qwen: Qwen3.7 Plus ByteDance Seed: Seed-2.0-Code vs Qwen: Qwen3.7 Plus ByteDance Seed: Seed-2.0-Code vs Thinking Machines: Inkling ByteDance Seed: Seed 2.1 Turbo vs Qwen: Qwen3.7 Plus ByteDance Seed: Seed 2.1 Turbo vs Thinking Machines: Inkling

The Model Movers Report

One email every Friday, built from this site's own rankings: the current top five by benchmark score, every model released in the last seven days, and one note worked out from that week's numbers. You can unsubscribe from any issue with one click.