Home cleaning is usually a paid service. But a startup in New York is turning that idea on its head—it cleans people’s homes for free in exchange for one of the most valuable resources in artificial intelligence: real-world data.
The startup, Shift, offers free professional home cleaning services. The only condition is that the cleaner wears a head-mounted camera that records every task, from washing dishes and wiping surfaces to folding clothes and organizing household items. The footage is then used to train AI models and future household robots.
While today’s AI systems have largely been trained on text and images, the next generation of humanoid robots will need to learn how to perform everyday physical tasks. Activities such as cleaning a kitchen, loading a dishwasher, or organizing a room may seem simple for humans, but they remain difficult challenges for robots. Shift aims to solve this problem by collecting real-world demonstrations performed by professional cleaners. The company summarizes its approach with a simple message:
“You get a spotless home. We get training data.”
According to Shift, all recorded footage is processed before being used. Faces and personally identifiable information are blurred or removed to protect users’ privacy, and the data is anonymized before being used to train robotics and AI models. The company also says the recordings are not used for advertising purposes.
The project reflects a broader shift in the AI industry. Rather than relying only on internet text and images, companies are increasingly seeking real-world human actions to build AI systems capable of interacting with the physical world. These datasets are expected to play a key role in developing household robots that can clean, cook, and perform other everyday tasks.
Shift has already begun collecting data in multiple countries and plans to expand its service to more cities in the future, positioning itself at the intersection of AI, robotics, and real-world data collection.
















