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Thinking Machines: Inkling Small vs Ling-3.0-flash

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-18.

Thinking Machines: Inkling Small Ling-3.0-flash
Vendorthinkingmachinesinclusionai
Quality Score100100
Benchmark Score69.164.4
Input Price$0.45/M$0.02/M
Output Price$1.20/M$0.06/M
Context Window524,288262,144
Max Output262,14432,768
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓-
Audio✓-
Benchmark Scores
ai_index67.962.4
ai_index_agentic52.648.4
ai_index_coding87.483.6

Who wins by task?

TaskThinking Machines: Inkling SmallLing-3.0-flash
SQL Generation 164 159
Code Review 159 152
Code Completion 133 130
Code Refactoring 158 148
Bug Fixing 170 162
Unit Test Generation 148 144
Code Documentation 141 135
Regex Writing 133 132
CI/CD Pipelines 139 135
Frontend Component Design 141 110
Data Analysis 160 158
CSV / Spreadsheet Cleanup 151 145
ETL Scripting 149 142
JSON Extraction 146 146
Bulk Data Labeling 134 134
OCR / Document Parsing 144 95
Table Extraction from PDFs 144 95
Long-Document Summarization 155 146
Short-Form Summarization 130 130
Blog Post Writing 136 133

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

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