head-to-head

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

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.

Who wins by task?

Task	Google: Gemini 3.6 Flash (batch)	Thinking Machines: Inkling
SQL Generation	140	130
Code Review	142	135
Code Completion	132	119
Code Refactoring	145	138
Bug Fixing	146	143
Unit Test Generation	130	120
Code Documentation	136	134
Regex Writing	125	123
CI/CD Pipelines	126	120
Frontend Component Design	128	122
Data Analysis	132	126
CSV / Spreadsheet Cleanup	136	123
ETL Scripting	135	129
JSON Extraction	131	111
Bulk Data Labeling	129	116
OCR / Document Parsing	133	125
Table Extraction from PDFs	133	125
Long-Document Summarization	146	144
Short-Form Summarization	126	117
Blog Post Writing	128	126

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