Administrators and operations managers lacked a unified interface to oversee the platform's ecosystem. The primary challenges included a lack of feature control to track usage metrics or dynamically gate access to high-compute tools like AR Room Mapping and AI Mold Detection. Additionally, there was zero quality control visibility to audit field measurement accuracy, or verify AI detection confidence scores alongside siloed management for managing user roles, company storage quotas, billing logs, and automated notifications.