AI-driven parking guidance platform delivered as a standalone mobile app and a lightweight third-party API that integrates into existing mobile ecosystems. Uses anonymized, real-time crowdsourced data to report specific vacated on-street spots and dynamic off-street occupancy estimates for drivers, parking operators, municipalities, and universities.