head-to-head

ByteDance Seed: Seed-2.0-Code vs Google: Gemini 3.5 Flash

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

Who wins by task?

Task	ByteDance Seed: Seed-2.0-Code	Google: Gemini 3.5 Flash
SQL Generation	130	139
Code Review	126	142
Code Completion	128	119
Code Refactoring	127	144
Bug Fixing	130	146
Unit Test Generation	121	130
Code Documentation	125	134
Regex Writing	119	123
CI/CD Pipelines	117	126
Frontend Component Design	122	128
Data Analysis	124	132
CSV / Spreadsheet Cleanup	128	135
ETL Scripting	122	135
JSON Extraction	131	121
Bulk Data Labeling	128	118
OCR / Document Parsing	128	133
Table Extraction from PDFs	128	133
Long-Document Summarization	129	145
Short-Form Summarization	123	116
Blog Post Writing	118	127

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