All beneficiariesorganizationCity of San FranciscoIdeas that could help City of San FranciscoStation-Level Demand ForecasterA day-ahead occupancy prediction tool for charging station operators to optimize energy procurement and staffing.Why it helps: Municipalities managing public charging infrastructure can use these insights to plan infrastructure expansions based on predicted occupancy trends.