head-to-head

Google: Gemini 3.7 Flash (batch) vs Thinking Machines: Inkling (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-14.

	Google: Gemini 3.7 Flash (batch)	Thinking Machines: Inkling (batch)
Vendor	google	thinkingmachines
Quality Score	100	100
Benchmark Score	89.7	70.5
Input Price	$0.19/M	$0.50/M
Output Price	$0.94/M	$2.02/M
Context Window	1,048,576	524,288
Max Output	65,536	-
Tool Calling	✓	✓
Structured Output	✓	-
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	✓	✓
Benchmark Scores
ai_index	92.4	69.8
ai_index_agentic	74.4	56.3
ai_index_coding	100.0	85.9

Who wins by task?

Task	Google: Gemini 3.7 Flash (batch)	Thinking Machines: Inkling (batch)
SQL Generation	172	156
Code Review	168	156
Code Completion	133	132
Code Refactoring	165	154
Bug Fixing	181	171
Unit Test Generation	155	140
Code Documentation	144	141
Regex Writing	137	133
CI/CD Pipelines	145	136
Frontend Component Design	147	138
Data Analysis	171	157
CSV / Spreadsheet Cleanup	154	139
ETL Scripting	155	145
JSON Extraction	149	134
Bulk Data Labeling	135	130
OCR / Document Parsing	147	136
Table Extraction from PDFs	147	136
Long-Document Summarization	161	155
Short-Form Summarization	132	130
Blog Post Writing	141	136

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