Manus 2.0 vs MiniMax M3.1-Flash-Preview

A direct, empirical evaluation of Manus 2.0 (Manus AI) against MiniMax M3.1-Flash-Preview (MiniMax).

Manus 2.0

Developed by Manus AI · Multi-Agent Autonomous Orchestration Hierarchy parameters

End-to-end multi-tab browser automation (74.8% GAIA), complex financial web extraction, asynchronous multi-agent coordination, and isolated microVM workflows.

MiniMax M3.1-Flash-Preview

Developed by MiniMax · Proprietary Sparse Coding MoE parameters

Low-latency interactive IDE code completions at 165 tokens/sec, SWE-bench Verified bug fixes (73.8%), terminal automation, and budget-optimized pull request reviews.

Metric Manus 2.0 MiniMax M3.1-Flash-Preview
SWE-bench Verified 74.8% 73.8%
MMLU-Pro 85.6% 81.2%
MATH-500 89.4% 92.4%
Context Window 500,000 tokens 1,000,000 tokens
Input Pricing (per 1M) $3.50 $0.10
Output Pricing (per 1M) $15.00 $0.40