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Google: Gemini 3.5 Flash Lite vs Thinking Machines: Inkling

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

Google: Gemini 3.5 Flash Lite Thinking Machines: Inkling
Vendorgooglethinkingmachines
Quality Score100100
Benchmark Score62.370.5
Input Price$0.30/M$0.95/M
Output Price$2.50/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_index61.869.8
ai_index_agentic44.856.3
ai_index_coding81.485.9

Who wins by task?

TaskGoogle: Gemini 3.5 Flash LiteThinking Machines: Inkling
SQL Generation 161 164
Code Review 157 160
Code Completion 132 132
Code Refactoring 156 158
Bug Fixing 166 171
Unit Test Generation 146 148
Code Documentation 140 140
Regex Writing 131 132
CI/CD Pipelines 137 140
Frontend Component Design 139 142
Data Analysis 157 161
CSV / Spreadsheet Cleanup 149 150
ETL Scripting 147 149
JSON Extraction 145 145
Bulk Data Labeling 133 133
OCR / Document Parsing 143 144
Table Extraction from PDFs 143 144
Long-Document Summarization 153 155
Short-Form Summarization 129 129
Blog Post Writing 135 136

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

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