Float built an AI platform that disaggregates 1Hz smart meter data into appliance-level energy insights. After evaluating major time-series databases, the startup chose Tiger Data, achieving 99.3% compression—well above the 90% needed to make its subscription model viable. Continuous aggregates power real-time billing, while the managed platform lets a three-person team scale efficiently.