Media & Culture

Shift offers free home cleaning to record workers for robot training

Your free cleaning comes with a camera-equipped 'magic hat' worn by cleaners.

Deep Dive

AI training startup Shift has announced a scheme offering free home cleaning services in exchange for recording the cleaners' work using a camera embedded in a special hat. The company, co-founded by Bercan Kilic, calls the headgear a 'magic hat' that captures first-person video of tasks like scrubbing, vacuuming, and dusting. The recorded footage is then used to train future household robots. Shift says customer privacy is protected by blurring faces, names, and other sensitive information before the data enters its training pipeline.

Initially available only in New York, Shift plans to expand to San Francisco, London, Zurich, and Munich soon. The company already pays tens of thousands of people across 15 countries to record their daily activities through its app. Shift emphasizes that its cleaners are vetted by partners, not direct employees, and that they can refuse tasks they are uncomfortable with. The company hints at moving into plumbing, cooking, and building work in the future, framing the arrangement as a win-win: a spotless home today for a self-cleaning home tomorrow.

Key Points
  • Shift offers free cleaning in exchange for recording cleaners via a camera-equipped 'magic hat'.
  • Co-founder Bercan Kilic says the training data is valuable enough to fund the service.
  • Service launches in New York, soon expanding to San Francisco, London, Zurich, and Munich.

Why It Matters

This model could accelerate robot training while raising new privacy and labor questions about data-for-service swaps.