MiniMax M3.1-Flash-Preview vs Qwen 4 Max (Leaked Staging)

A direct, empirical evaluation of MiniMax M3.1-Flash-Preview (MiniMax) against Qwen 4 Max (Leaked Staging) (Alibaba Cloud).

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.

Qwen 4 Max (Leaked Staging)

Developed by Alibaba Cloud · 1.2 Trillion (Sparse MoE) parameters

Repository-scale software engineering outscoring GPT-6 Sol, multilingual enterprise agents across 120 languages, and low-cost 1M-token processing.

Metric MiniMax M3.1-Flash-Preview Qwen 4 Max (Leaked Staging)
SWE-bench Verified 73.8% 78.6%
MMLU-Pro 81.2% 91.4%
MATH-500 92.4% 95.6%
Context Window 1,000,000 tokens 1,000,000 tokens
Input Pricing (per 1M) $0.10 $1.20
Output Pricing (per 1M) $0.40 $4.80