Takumi Suzuki

Scalability Constraints in AI-Driven Construction Management: Opportunities for Robotics and LLM Integration

The findings indicate that scalability should be understood not merely as increasing computational capacity but as the ability to expand AI-enabled construction processes without proportionally increasing coordination complexity, training requirements, or operational risk.