“Can an AI teammate become the operating system — estimating, project management, and embedded finance — for the 600,000 US residential remodeling contractors?”
Founded 2019 as 1build, a construction pricing data / Universal Catalog API company. Pivoted into an AI estimating and end-to-end business OS for residential remodelers and trade contractors under the Handoff brand. In 2025-2026 the product expanded well beyond estimating into embedded financial workflows — invoicing, online payments (Stripe → Rainforest), consumer financing (Acorn), and QuickBooks sync — pursuing the 'AI teammate that runs a construction company' thesis.