New York startup trades free cleaning for robot training data

A New York AI startup is offering residents a free home-cleaning service, but the real product is not spotless kitchens or vacuumed floors. The company, Shift, says the cleaning jobs will be filmed so the footage can be used to train future robots.

Shift announced the unusual promotion on social media and on its website, saying the value of the data collected from each cleaning is enough to cover the cost of the service. The company frames the deal as a win for both sides: customers receive a cleaned apartment, while Shift gets recordings of everyday work tasks that can be fed into AI systems.

The company’s promotional material shows cleaners washing windows, vacuuming, mopping, scrubbing dishes, and wiping counters. In a video and related posts, Shift co-founder and co-CEO Bercan Kilic said the recordings are captured through a camera built into what the company calls a “magic hat.” The device is worn by cleaners and records their work from a first-person perspective.

Shift says the footage will be used for robot training, part of a broader push to collect human-task data that can help machines learn how people move and work in real settings. The company says the cleaner footage is especially useful because home-cleaning jobs include a range of routines and obstacles that are harder to capture in lab settings.

The startup says privacy protections are built into the process. According to Shift, names, faces, and other sensitive details such as information visible on screens or ID cards are blurred or anonymized before the footage is used for training. Shift also says the cleaners are vetted by its partners, although they are not employees of the company.

The service is currently limited to New York, and Shift says the free offer is available only for a limited time. Kilic said on social media that the company plans to bring the service to San Francisco, London, Zurich, and Munich soon.

Shift is positioning the offer as a stepping stone toward a future in which robots can handle more household chores on their own. The company’s video says that each home cleaned now helps build the foundation for self-cleaning homes later. Shift also says the concept could extend beyond housecleaning. Its promotional materials point to possible future work in areas including plumbing, cooking, and construction.

The move reflects growing interest in data collected from real-world human activity, especially as AI companies and robotics developers look for more practical examples than staged demonstrations or synthetic datasets. Shift says it already pays tens of thousands of people in 15 countries to record their activities through its app, suggesting the free-cleaning program is part of a larger business centered on gathering human behavior data.

For now, the company is betting that some New Yorkers will be willing to let a camera-topped cleaner into their homes in exchange for no-cost service. Whether the arrangement feels like a convenience or a privacy tradeoff may depend on how comfortable customers are with the idea that a tidy apartment today could help train a robot tomorrow.