Startup offers free home cleaning in NYC to gather AI training data for future household robots

Robot-training startup will send humans wearing cameras to clean your home

A tech startup is offering New York City residents free home cleaning, with a twist -- it will send "professional cleaners" wearing cameras to record everything they do. All that data will supposedly be used to train AI-driven robots. The unusual pitch comes from the German startup MicroAGI, whose website describes the company as a "team of engineers, researchers, and operators on a mission to accelerate embodied AI." It began publicizing the free home-cleaning service run through its newly launched Shift app on May 28, with posts on social media sites such as X and LinkedIn featuring a video set to the upbeat piano notes of the Jay-Z and Alicia Keys song "Empire State of Mind." The Shift app website claims it "connects New Yorkers with free, trusted professional house cleaners" in exchange for recording "first-person cleaning footage to help train the next generation of household robots." The "book a free cleaning" link directs clients to enter information such as a phone number, email address, and home address, along with access instructions, before booking an appointment that lasts an estimated two hours. From a privacy standpoint, the Shift app website's FAQ states that "names, faces or other personal information is automatically anonymized, with any sensitive details blurred before it's ever used.... We blur all personally identifiable information from screens and ID cards, to pieces of paper and cell phones to help protect both you and your home." The Shift app's privacy policy says the company uses "advanced machine learning models" running directly on smart glasses or video capture devices to "perform irreversible transformations such as automated face blurring and identifier obfuscation" before any data is uploaded to the company's cloud servers. But there is no mention of whether people can ever request that their home cleaning videos be removed from the training datasets for robots. And it's unclear whether the company's anonymization techniques are enough to ensure that people's homes can't ever be identified when they appear in training datasets. Although the Shift app website claims "there is no catch" for the free cleaning, the FAQ notes that booking an appointment requires payment information and warns that clients may be charged if they cancel appointments with less than 24 hours' notice or are not available to let cleaners in at the appointment time. The Shift app terms of service document also seeks to absolve the platform of responsibility for any property damage, theft, or personal injury that may ensue from the cleaning appointments. The reason behind the promotion So why would a tech startup make this free cleaning offer? The first-person cleaning data is supposedly valuable enough for the company to "offer cleaning services free of charge for a limited time" by covering the cost of the professional cleaners, according to the Shift app website. The Shift app's privacy policy describes the "core of microagi's business" as "the collection of data for robotics training." The temporary free cleaning offer for New York City homes may also serve as a promotional hook for the Shift app's main purpose -- recruiting people to wear a "recording headstrap" to "capture short videos of everyday household or professional tasks" in exchange for supposedly getting paid $20 per hour plus bonuses. That primary function for the Shift app is briefly highlighted in the promotional video about free home cleanings, which shows US general manager Harry Kilberg claiming the platform already pays "tens of thousands of people" across 15 countries to record daily work and chores. The main Shift app website, designed to sign up contributors, suggests that more than 10,000 "operators" have already been collectively paid more than $5 million in the first quarter of the 2026 fiscal year. That makes MicroAGI one of the latest known startups to be recruiting and paying ordinary people to record their everyday tasks to provide robot training data. Other such companies include Encord and Micro1, with the latter having hired thousands of contract workers across 50 countries such as India, Nigeria, and Argentina, according to MIT Technology Review. The Shift app's website suggests MicroAGI is launching an aggressive recruiting campaign with dozens of blog posts tailored toward NYC university and college students, teachers, restaurant and delivery workers, and even residents of specific neighborhoods. Meanwhile, the company has spread Craigslist postings targeting residents of other US cities such as Boston -- and MicroAGI founder and CEO Bercan Kilic teased the prospect of the Shift app soon launching in additional cities such as London, Munich, and Zurich.

Tech companies desperately want to film you doing chores

This week, an AI training startup called Shift said it would clean New Yorkers' homes for free. It has plans to expand into other cities as well, including London, and looking around my flat, I get the appeal. But there's a catch. There's always a catch. In exchange for the cleaning, Shift wants footage of its cleaners at work: scrubbing dishes, wiping counters, dusting tables, mopping floors. It wants everything. Video of all the boring domestic labor we'd happily outsource if we could -- and that robotics companies are racing to teach machines to do so they can sell us something to do it for us. That's harder than it sounds. Unlike chatbots, image generators, and other AI tools that have exploded in recent years, robots have to deal with the physical world. That means understanding space, motion, force, friction, weird shapes and materials, awkward lighting, and everything else that humans -- and other organics -- tend to grasp instinctively. It's why things that are generally easy for us, like folding clothes, picking up an apple, or pouring a glass of water, have proven so maddening for roboticists to codify. Teaching machines to do those things takes data. Lots of it. Text, images, and videos could be easily scraped from the internet at an industrial scale. And they were, often without compensating the people who made them. The physical world is harder to scrape, and harder still to scrape quietly without paying for it. This means access to high-quality data is a massive bottleneck for companies developing physical AI. It's a lucrative opportunity, so companies like Shift are getting creative. They're not alone. In India, recent reporting revealed that home services platform Pronto has been using clients' homes as a source of AI training footage for chores like cooking, cleaning, and laundry. Pronto says it only records footage if customers explicitly opt in -- it's not clear what customers get in return, other than a copy of the footage -- but the practice still set off a wave of backlash in the market, with rival startups insisting they have never recorded inside homes to train AI and have no plans to do so. Other startups are focused on trying to scale data collection. Silicon Valley-based Human Archive, for example, hopes to partner with companies like Pronto and have gig workers record their activities using not-so-stylish camera caps. The hats collect footage from the wearer's point of view, exactly the kind of "egocentric" or first-person data robotics companies need to teach machines how people navigate physical space. Shift, meanwhile, also taps consumers directly, and claims to have paid tens of thousands of people across 15 countries to record their activities through its app. Some companies are skipping useful work altogether. Instead, workers are paid to complete the exact same physical tasks again and again while cameras and sensors can capture every movement. Such staged data farms are designed to turn rote physical activity -- folding towels, picking up cups, carrying boxes -- into AI training material valuable enough to justify paying people to create it. And some data is generated by robots already out in the world. Despite the hype, true automation is still a long way away -- hence the need for all this data -- but companies are keen to ship products anyway. They'll use data from customers' homes to improve the product. Many companies rely on remote workers to step in when the robots inevitably get stuck. They'll use that data too. Of course, the act of trading data for something of value is not new. Companies have been offering discounts, convenience, and free services in exchange for access to your data for years, from loyalty cards and cookies to dashcams, insurance apps monitoring how people drive, and that heinous smart TV that's always showing ads. What's new is the kind of data companies are willing to pay for. For now, that means maybe letting a human clean your home in a snazzy hat for free so that, eventually, a company can sell you a robot to do it instead.

This AI startup will clean your home for free to train future robots

AI training startup Shift wants to clean your home for free. The catch -- because, despite what its website says, there's always a catch -- is that it will record cleaners as they scrub, vacuum, dust, tidy, and wash, and use that footage to train robots. Shift announced the unusual offer on social media on Thursday, explaining that the value of the training data generated from the cleanings is more than enough to fund the service. As its website puts it: "You get a spotless apartment. We get training data. Everyone wins." A promotional video shows a cleaner in a crisp white uniform and awkward-looking hat (more on that later) washing windows, mopping and vacuuming floors, scrubbing dishes, and wiping down counters. According to Shift's co-CEO and co-founder Bercan Kilic, this "magic hat" is what records the work. Peak fashion it is not, but it does contain a camera that captures footage from the cleaner's point of view. Footage from inside your home is, of course, what you're paying for the cleaning service with. On its website, Shift says customers' "privacy is fully protected," with sensitive details like names, faces, or personal information from screens and ID cards blurred and anonymized before being used for AI training. Shift says its cleaners are also vetted by its partners, though stresses they are not Shift employees. "Every home cleaned today lays the groundwork for a home that cleans itself tomorrow," the company says in the video. As it happens, the dirtier the better. An FAQ on the company's website says "more challenging cleaning environments can be especially useful." There are limits, however, and cleaners "may decline any specific task they are not comfortable performing." The service is initially only available in New York, but Kilic says it will be available "very soon" in San Francisco, London, Zurich, and Munich. The free cleanings are only available for a "limited time," but the model fits within a growing market for recordings of human tasks that can be used to train AI systems and robots. Shift says it already pays tens of thousands of people across 15 countries to record their activities through its app. Cleaning may only be the start. Shift's video says it eventually plans to move into other areas like plumbing, cooking, and building.

A Company Will Clean Your Nasty Apartment For Free if You Let Them Record It

Dishes piling up? Trash well past the brim of the can? That thin layer of dust on your furniture starting to stratify? Well, if you're in New York City and open to unusual propositions, there's a company willing to take care of those and other unresolved house cleaning tasks you might have, all for free. The catch: you let the cleaners record the entire process inside your home from the cameras affixed to their "magic hats" to help train AI. The German startup behind this proposition, MicroAGI, invites New Yorkers amenable to this unusual trade offer to sign up on the task-recording platform Shift. At the site, untidy prospects can peruse a 3D tag cloud of chores the cleaners can sort out. Classics like vacuuming, dusting, and dishwashing are, of course, on offer. But if you've been meaning to get your fridge, pantry, or even a whole closet reorganized, they'll apparently do that as well. Announced with a recent post on X, Shift's introductory video attempts to explain how one's free cleaning service might go down. The video opens with a plucky young lad knocking on an apartment door, ready to deliver some elbow grease. The company's US GM, Harry Kilberg, then appears to convey Shift's mad love for the 5 Boroughs by saying "the future has always started in New York. This time, it will start in your apartment." We then see the famous "Lunch atop a Skyscraper" photograph while the instrumental track from Jay-Z and Alicia Keys' 2009 "Empire State of Mind" plays in the background. There is no longer any doubt as to whether or not this tech company is tapped in with Real New Yawkers. On their site, Shift attempts to reassure its future dataset providers with a robust FAQ. The company promises all names, faces, and other sensitive data that might be caught on cam are automatically anonymized. They go on to explain that they "blur all personally identifiable information from screens and ID cards, to pieces of paper and cell phones, to help protect both you and your home." There doesn't seem to be anything in Shift's FAQ about how one could later request to have the video from their session removed from the training dataset after it's recorded and uploaded. The company, which says it's already paying tens of thousands of people around the world to record themselves doing repetitive motion manual labor says there's no place too dirty for your free cleaning before qualifying that "cleaners may decline any specific task they are not comfortable performing." Shift's terms of service says the company is not responsible for any theft, personal injury, or property damage that might occur during a cleaning, but don't worry. The "independent cleaning professionals" you're inviting into your home have been "vetted by [their] partners," so that should probably allay any remaining concerns. Shift says the data gleaned by recording all these menial tasks will go on to train "the next generation of household robots." That future sure sounds nice and like something we will all have access to. MicroAGI's founder and CEO, Bercan Kilic, posted on LinkedIn that Shift will be launching in London, Munich, and Zurich "very soon," so stay tuned for video drops featuring double-decker buses and "West End Girls" instrumentals in Shift's near future. But those in The Big Apple willing to feed the beast for a comped spring cleaning better act fast, because this is a limited-time offer. Just don't expect the cleaners to be able to get rid of whatever's causing that sudden whiff of brimstone once you sign on the dotted line.

This company wants to clean your house for free, to train AI and robots

The company also has plans to expand across the globe and offer additional free services. How would you like to get your home cleaned by professionals without having to spend a single dollar? Sounds too good to be true, right? It kind of is, but it's also entirely true as long as you're comfortable with the process being recorded on video and used to train AI and household robots. Shift is a US company that's offering to clean apartments in New York City (NYC) for free in exchange for recording the entire cleaning process. In an X post, Shift said it will send professional cleaners to your house equipped with devices to record first-person footage of the service. It will then use this footage to create and license datasets to train robots and AI on how humans perform everyday tasks. Firsthand recordings and data like this are extremely useful for companies trying to build AI-powered solutions for household chores and daily tasks. It's also the kind of real-world data that simply can't be recreated without spending a ton of money. Shift's solution, therefore, is to spend that money hiring professional cleaners and gather data on how they perform the tasks. The company claims it will anonymize the footage before processing and licensing it for training purposes, which means any personal information shouldn't make its way into the training data. Though the recordings are meant to capture a first-person view of the cleaning task, the company specifically states that it will blur any and all personally identifiable information from screens, ID cards, pieces of paper, and even cell phones. It also claims that the recordings will only be used for training AI and robots and will never be shared publicly or sold to advertisers. For now, the company is sticking to cleaning apartments in NYC. However, Shift said it'll soon start offering other free tasks across the globe, including handymen, repairs, and errands -- all in exchange for recording the entire process. It's certainly a novel approach to gathering data, and one that seems quite popular already. Replies on the company's X post indicate that several people are interested in the idea. You can book a cleaning on Shift's website if you're intrigued by the idea as well. However, it's also slightly worrying. Even if Shift's intentions are to keep your data safe, breaches happen all the time, and I, for one, wouldn't want videos of my house being all over the internet.

Shift will tidy up your home for free, but will record the chores to train robots

Everyday chores are becoming the raw material for future home robots Shift is offering to clean homes for free, but there is one important condition. The company will record those chores to build training data for future home robots. The New York-based startup is currently offering free cleaning services, in which a vetted operator visits a home and wears a camera-equipped device while performing routine household work. The footage can then help AI systems understand how people clean homes outside controlled lab settings. Your messy home is valuable AI training data AI companies have already used text, images, and videos from the internet to train software models. But robots need a different kind of data. They need to understand physical spaces, household objects, and the messy logic of everyday chores. A robot cannot learn home cleaning only from staged lab videos. Real homes have cluttered tables, dishes stacked in awkward ways, stains in corners, and objects placed where they should not be. That kind of chaos is what makes household footage useful. Recommended Videos Shift is not the only company chasing this kind of physical AI data. In India, startups and data vendors are already building businesses around this demand, paying workers to record first-person videos of everyday tasks and supplying that footage to AI companies. For robotics firms, ordinary human labour is becoming valuable training material. This is where it starts to feel a bit dystopian Cleaning may only be the start. In the announcement video, Shift says it eventually plans to move into other areas like plumbing, cooking, and building. For years, the fear around AI has mostly been about office jobs. Writers, coders, designers, and customer support teams have already felt the pressure, and in some cases, that fear has started turning into job losses. Trades have largely escaped that conversation because physical work is harder to automate. A chatbot can write an email, but it cannot fix a leaking pipe or clean a messy kitchen. Companies like Shift are trying to close that gap by collecting footage of people doing those exact tasks. AI and robotics may still need time to match the efficiency and precision of a human worker. But watching companies collect this kind of data to train advanced robots feels like the opening scene of the kind of sci-fi movie that does not end well for humans.