picksbymodel Get API access →
head-to-head

Google: Gemma 4 31B (free) vs ByteDance Seed: Seed-2.0-Mini

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

Google: Gemma 4 31B (free) ByteDance Seed: Seed-2.0-Mini
Vendorgooglebytedance-seed
Quality Score100100
Benchmark Score53.7-
Input PriceFree$0.10/M
Output PriceFree$0.40/M
Context Window262,144262,144
Max Output32,768131,072
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index31.3-
eqbench70.8-

Who wins by task?

TaskGoogle: Gemma 4 31B (free)ByteDance Seed: Seed-2.0-Mini
SQL Generation 140 131
Code Review 140 126
Code Completion 132 129
Code Refactoring 141 127
Bug Fixing 144 130
Unit Test Generation 130 121
Code Documentation 135 126
Regex Writing 126 119
CI/CD Pipelines 126 117
Frontend Component Design 128 122
Data Analysis 132 124
CSV / Spreadsheet Cleanup 134 128
ETL Scripting 133 122
JSON Extraction 132 131
Bulk Data Labeling 130 129
OCR / Document Parsing 131 128
Table Extraction from PDFs 131 128
Long-Document Summarization 143 129
Short-Form Summarization 127 123
Blog Post Writing 128 119

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

Related comparisons

Anthropic: Claude Haiku Latest vs ByteDance Seed: Seed-2.0-Mini Anthropic: Claude Haiku Latest vs Google: Gemma 4 31B (free) Anthropic: Claude Sonnet 5 vs ByteDance Seed: Seed-2.0-Mini Anthropic: Claude Sonnet 5 vs Google: Gemma 4 31B (free) Anthropic: Claude Sonnet Latest vs ByteDance Seed: Seed-2.0-Mini Anthropic: Claude Sonnet Latest vs Google: Gemma 4 31B (free) ByteDance Seed: Seed-2.0-Lite vs ByteDance Seed: Seed-2.0-Mini ByteDance Seed: Seed-2.0-Mini vs Google: Gemini 3.1 Pro Preview

The Model Movers Report

One email every Friday, built from this site's own rankings: the current top five by benchmark score, every model released in the last seven days, and one note worked out from that week's numbers. You can unsubscribe from any issue with one click.