head-to-head

MiniMax: MiniMax M3 vs ByteDance Seed: Seed-2.0-Lite

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

MiniMax: MiniMax M3 ByteDance Seed: Seed-2.0-Lite
Vendorminimaxbytedance-seed
Quality Score100100
Benchmark Score47.2-
Input Price$0.30/M$0.25/M
Output Price$1.20/M$2.00/M
Context Window1,048,576262,144
Max Output512,000131,072
Tool Calling
Structured Output
Reasoning Mode
Vision
Audio--
Benchmark Scores
ai_index48.2-

Who wins by task?

TaskMiniMax: MiniMax M3ByteDance Seed: Seed-2.0-Lite
SQL Generation 139 131
Code Review 141 126
Code Completion 132 128
Code Refactoring 143 127
Bug Fixing 145 130
Unit Test Generation 129 121
Code Documentation 136 126
Regex Writing 124 119
CI/CD Pipelines 125 117
Frontend Component Design 127 122
Data Analysis 131 124
CSV / Spreadsheet Cleanup 135 128
ETL Scripting 134 122
JSON Extraction 131 131
Bulk Data Labeling 129 129
OCR / Document Parsing 133 128
Table Extraction from PDFs 133 128
Long-Document Summarization 145 129
Short-Form Summarization 126 123
Blog Post Writing 127 119

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

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