T2D2 is an advanced computer-vision-driven SaaS platform that automatically detects, classifies, and monitors visible damage on building facades and physical infrastructure. Using photos, videos, and drone imagery, T2D2 identifies cracks, spalling, surface defects, and material deterioration with high accuracy. The platform enables engineers, inspectors, and asset owners to detect issues early, reduce manual inspections, improve safety, and optimize maintenance decisions through data-driven insights.