In the same way in which a cell contains the DNA blueprint for an entire organism, individual user data contains a multitude of insights and latent patterns that remain to be decoded. Our algorithms span different domains and extract deep insights ranging from customer preferences and behaviors to device operation, performance, and fault detection. Advanced AI driven algorithms extract and categorize hundreds of data features, which can be used predictively in propensity models, targeting, and delivery optimization. In combination with our behavioral solutions, they can drive customers to action by delivering highly personalized content.
Our advanced algorithms for Normalized Metered Energy Consumption (NMEC) protocols allow customers to accurately measure the savings of a variety of programs and energy efficiency projects. Using real time weather data our algorithms correctly handle climate extremes and can be used to reduce the cost of measuring and reporting demand response programs (including behavioral), building retrofits. Our algorithms can be employed both at the individual and population level and are built on years of experience working with AMI data.
Our proprietary algorithms employ cutting edge neural operator technology to create device or customer level “digital twins” in data rich environments. They process real time data streams to forecast the future evolution of individual units or systems. Our technology can also generate privacy focused synthetic data and impute missing data. Applications range from marketing to the modeling and simulation of industrial processes. Our algorithms also produce robust, causally interpretable counterfactual trajectories that can be used to evaluate proposed changes in operations or policies at low cost, avoiding the need for expensive randomized controlled trials.
Based on the most current research in behavioral science, psychology, and neuromarketing, SwiftCast technology allows rapid action in cases where user engagement is paramount in the absence of monetary incentives. This allows for low-cost interventions motivating change agents and key stakeholders in times of increased urgency. Applications range from behavioral demand response programs for utilities to engaging and informing first responders during heat waves. Together with advanced monitoring and reporting functionality our technology delivers verifiable impacts.
