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Thinking Machines: Inkling vs Google: Gemma 4 31B

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

Thinking Machines: Inkling Google: Gemma 4 31B
Vendorthinkingmachinesgoogle
Quality Score100100
Benchmark Score-57.2
Input Price$1.00/M$0.22/M
Output Price$4.05/M$0.55/M
Context Window1,048,576262,144
Max Output-262,144
Tool Calling✓✓
Structured Output-✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-
Benchmark Scores
ai_index-48.4
ai_index_agentic-23.8
ai_index_coding-71.7
eqbench-70.8

Who wins by task?

TaskThinking Machines: InklingGoogle: Gemma 4 31B
SQL Generation 125 157
Code Review 128 154
Code Completion 119 132
Code Refactoring 132 152
Bug Fixing 136 161
Unit Test Generation 116 143
Code Documentation 131 138
Regex Writing 119 131
CI/CD Pipelines 116 136
Frontend Component Design 118 138
Data Analysis 120 152
CSV / Spreadsheet Cleanup 121 146
ETL Scripting 124 144
JSON Extraction 111 143
Bulk Data Labeling 116 133
OCR / Document Parsing 123 140
Table Extraction from PDFs 123 140
Long-Document Summarization 137 150
Short-Form Summarization 115 129
Blog Post Writing 121 134

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

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