head-to-head

Sakana: Sakana Namazu vs Google: Gemini 3.1 Flash Lite

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

Who wins by task?

Task	Sakana: Sakana Namazu	Google: Gemini 3.1 Flash Lite
SQL Generation	130	133
Code Review	126	132
Code Completion	128	131
Code Refactoring	127	136
Bug Fixing	130	136
Unit Test Generation	121	124
Code Documentation	125	131
Regex Writing	119	119
CI/CD Pipelines	117	120
CSV / Spreadsheet Cleanup	128	133
ETL Scripting	122	128
JSON Extraction	131	131
Bulk Data Labeling	128	129
OCR / Document Parsing	128	131
Table Extraction from PDFs	128	131
Long-Document Summarization	129	137
Short-Form Summarization	123	123
Blog Post Writing	118	121

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