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Thinking Machines: Inkling vs Google: Gemini 3.1 Flash Lite

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-07-18.

Thinking Machines: Inkling Google: Gemini 3.1 Flash Lite
Vendorthinkingmachinesgoogle
Quality Score100100
Input Price$1.00/M$0.25/M
Output Price$4.05/M$1.50/M
Context Window1,048,5761,048,576
Max Output-65,536
Tool Calling✓✓
Structured Output-✓
Reasoning Mode✓✓
Vision✓✓
Audio✓✓

Who wins by task?

TaskThinking Machines: InklingGoogle: Gemini 3.1 Flash Lite
SQL Generation 125 133
Code Review 128 132
Code Completion 119 131
Code Refactoring 132 136
Unit Test Generation 116 124
Code Documentation 131 131
Regex Writing 119 119
CI/CD Pipelines 116 120
Frontend Component Design 118 122
Data Analysis 120 124
CSV / Spreadsheet Cleanup 121 133
ETL Scripting 124 128
JSON Extraction 111 131
Bulk Data Labeling 116 129
OCR / Document Parsing 123 131
Table Extraction from PDFs 123 131
Long-Document Summarization 137 137
Short-Form Summarization 115 123
Blog Post Writing 121 121

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

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