According to Claude, TARA by Kyeyune Kazibwe is a dashcam-to-economic-appraisal pipeline that converts road footage into infrastructure investment recommendations and has been tested on a road under construction in Uganda, demonstrating a real-world deployment scenario and data-to-decision workflow (as reported by Claude on X). According to Claude, the system suggests capital allocation by analyzing on-road video to infer surface conditions, traffic features, and safety markers, then mapping findings to economic appraisal outputs, indicating potential value for transport ministries, development banks, and EPC contractors in low-data regions. According to Claude, the pilot highlights a practical path to scale: leverage commodity dashcams for continuous asset condition monitoring, automate defect detection and prioritization, and link model outputs to budget impact, enabling faster project triage and measurable ROI in emerging markets.