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Google: Gemini 3.6 Flash (batch) vs Thinking Machines: Inkling

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-13.

Google: Gemini 3.6 Flash (batch) Thinking Machines: Inkling
Vendorgooglethinkingmachines
Quality Score100100
Benchmark Score84.470.5
Input Price$0.75/M$0.95/M
Output Price$3.75/M$4.05/M
Context Window1,048,5761,048,576
Max Output65,536262,144
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio✓✓
Benchmark Scores
ai_index85.169.8
ai_index_agentic66.856.3
ai_index_coding100.085.9

Who wins by task?

TaskGoogle: Gemini 3.6 Flash (batch)Thinking Machines: Inkling
SQL Generation 170 164
Code Review 165 160
Code Completion 132 132
Code Refactoring 163 158
Bug Fixing 178 171
Unit Test Generation 153 148
Code Documentation 142 140
Regex Writing 135 132
CI/CD Pipelines 143 140
Frontend Component Design 145 142
Data Analysis 168 161
CSV / Spreadsheet Cleanup 154 150
ETL Scripting 153 149
JSON Extraction 148 145
Bulk Data Labeling 134 133
OCR / Document Parsing 146 144
Table Extraction from PDFs 146 144
Long-Document Summarization 159 155
Short-Form Summarization 131 129
Blog Post Writing 139 136

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

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