AI firm HUMXN offers free plumbing and HVAC service in Minnesota to train robots

HUMXN, an AI data and training company, is launching a program that pays for qualifying plumbing, electrical, HVAC, air-duct cleaning and carpet-cleaning appointments in Minneapolis, Chicago and Miami in exchange for using those jobs as robotics training data. Participating technicians wear capture technology during normal service calls so HUMXN can record first-person demonstrations of diagnosis, tool selection, testing and problem-solving across real homes, equipment types and environmental conditions. The recordings are converted into structured datasets that preserve not just finished repairs but the sequence of perceptual checks, decisions and actions that robotics and AI teams need to learn physical tasks outside lab settings.

The program operates on a three-sided economic model: homeowners receive free services, service companies are paid for the work, and AI/robotics developers gain access to hard-to-source, high-value real-world task data. Geographic diversity is deliberate to expose models to different climates, building types and edge cases. HUMXN positions this effort as an expansion of its dataset business into physical AI, planning to scale to more markets and trades and to supply labeled, expert-verified demonstrations for industries such as construction, manufacturing, logistics and automotive repair while ensuring skilled workers and operators share in the economic value.