head-to-head

Google: Gemini 3.6 Flash 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 Thinking Machines: Inkling
Vendorgooglethinkingmachines
Quality Score100100
Benchmark Score84.470.5
Input Price$1.50/M$0.95/M
Output Price$7.50/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 FlashThinking Machines: Inkling
SQL Generation 169 164
Code Review 165 160
Code Completion 119 132
Code Refactoring 163 158
Bug Fixing 178 171
Unit Test Generation 153 148
Code Documentation 141 140
Regex Writing 134 132
CI/CD Pipelines 143 140
Frontend Component Design 145 142
Data Analysis 168 161
CSV / Spreadsheet Cleanup 153 150
ETL Scripting 153 149
JSON Extraction 139 145
Bulk Data Labeling 125 133
OCR / Document Parsing 146 144
Table Extraction from PDFs 146 144
Long-Document Summarization 158 155
Short-Form Summarization 122 129
Blog Post Writing 139 136

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

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