Radiant Labs has built a sophisticated software platform for cities, utilities, and contractors to target ideal candidates for home energy upgrades, fuel switching, and renewable energy installations. Our software aggregates assessor, building permit, rooftop solar potential, utility bill, manufacturing, and energy program data to generate an hourly energy model and anticipated replacement timelines for equipment within each building in a given territory. The Radiant Labs analytics engine is currently deployed in cities and states across the US as a marketing and planning tool that helps them forecast future transformations in their building stock as well as determine which neighborhoods or individual homes are the best opportunities for selective marketing. In addition, our forthcoming Homeowner Roadmap Tool will allow homeowners to build their own projects and model the economic outcomes of deep energy retrofits with electrification and renewables. Homeowners can search for contractors and request bids for each individual trade or to select an all in one contractor who can do the entire project. Contractors can submit bids and help the homeowner configure the details on the project to update the financial model. Lastly, the tool is designed to be the perfect companion for energy auditors and advisors who have completed the Building Performance Institute's Home Decarbonization Specialist certificate program, enabling them to design and manage comprehensive deep home energy retrofit projects. Radiant Labs co-founders Jeff Friesen, Ben Mailian, and Adam Stenftenagel, are also the co-founders of Snugg Home whose software Snugg Pro is highly regarded by Home Performance contractors throughout the country as the premier energy auditing and sales tool.