GLM-5-3 (Flagship) vs Manus 2.0

A direct, empirical evaluation of GLM-5-3 (Flagship) (Zhipu AI & THUDM) against Manus 2.0 (Manus AI).

GLM-5-3 (Flagship)

Developed by Zhipu AI & THUDM · 744B parameters

Complex algorithmic reasoning, multi-step code synthesis, and long-horizon tool execution.

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.

Metric GLM-5-3 (Flagship) Manus 2.0
SWE-bench Verified 54.8% 74.8%
MMLU-Pro 78.4% 85.6%
MATH-500 93.6% 89.4%
Context Window 256,000 tokens 500,000 tokens
Input Pricing (per 1M) $0.55 $3.50
Output Pricing (per 1M) $2.19 $15.00