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Thinking Machines: Inkling vs Google: Gemini 3.5 Flash

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

Thinking Machines: Inkling Google: Gemini 3.5 Flash
Vendorthinkingmachinesgoogle
Quality Score100100
Benchmark Score-84.2
Input Price$1.00/M$1.50/M
Output Price$4.05/M$9.00/M
Context Window1,048,5761,048,576
Max Output-65,536
Tool Calling✓✓
Structured Output-✓
Reasoning Mode✓✓
Vision✓✓
Audio✓✓
Benchmark Scores
ai_index-82.8
ai_index_agentic-61.8
ai_index_coding-100.0

Who wins by task?

TaskThinking Machines: InklingGoogle: Gemini 3.5 Flash
SQL Generation 125 168
Code Review 128 164
Code Completion 119 119
Code Refactoring 132 162
Bug Fixing 136 176
Unit Test Generation 116 152
Code Documentation 131 141
Regex Writing 119 133
CI/CD Pipelines 116 143
Frontend Component Design 118 145
Data Analysis 120 167
CSV / Spreadsheet Cleanup 121 153
ETL Scripting 124 152
JSON Extraction 111 138
Bulk Data Labeling 116 124
OCR / Document Parsing 123 146
Table Extraction from PDFs 123 146
Long-Document Summarization 137 157
Short-Form Summarization 115 121
Blog Post Writing 121 138

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

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