This startup is betting India’s gig economy can teach global robots

In the last few years, India online food delivery market has grown exponentially, with Zomato and Swiggy going public and the rise of cloud kitchens. Meanwhile, startups working on home projects, such as on-demand home platforms, including Urban Company, Quicklyand Prontothey are famous.

The start of Silicon Valley Human Archives is entering this process, partnering with these companies to have workers wear special helmets and cameras to collect egocentric (first-person view) videos of daily activities that can be used to train robots.

Without naming specific partners, the founders said they are working with domestic service companies, hostels, and restaurants to collect egocentric data, and say they have more than 1,000 headphones deployed in multiple locations.

Behind the campaign, Human Archive said on Tuesday it raised $8.2 million in funding from Wing Venture Capital, NVP Capital, Y Combinator, and angels from OpenAI, Nvidia, Google, Mercor, AfterQuery, BAIR, SAIL, Brad Boa, and Meta.

The startup was founded by two Berkeley and two Stanford students – Samay Mani, Rushil Agarwal, Shloke Patel, and Raj Patel, the latter two being cousins. All four have research backgrounds in basic robotics, hardware, and tactile data.

The company’s launch is a direct bet on where the AI ​​industry is going. As the robotics and AI frontier companies rush to create machines that can perform real-world tasks, they face a major problem – the lack of high-level, global knowledge that shows people performing everyday tasks. The Human Archive’s bet is that India’s booming workforce represents an untapped and dangerous source of that information.

While Human Archive is working with several partners, the founders said they have been turned down by many Indian homegrown companies, including Pronto and Urban Company, to collaborate.

The rejection of the company by the big players became fodder last week, when the Indian site of Entrackr report that Pronto is actively seeking partnerships to gather information on workers to train robotics, and that Snabbit had early discussions with the Human Archive before the project was finalized.

CEO of Urban Company Abhiraj Singh Bhal he answered at X, stating that the company would not participate in such an arrangement – which prompted Patel to do so fire back that Urban Company will soon be forced to reconsider or risk losing interest in the customer crisis. Co-founder Rushil Agarwal was nonchalant, writing that Pronto founder Anjali Sardana had he laughed to him I call him “stupid” when he raised the idea of ​​a data contract. Pronto acknowledged the talks but said they chose not to move forward.

Across the country, some startups are collecting egocentric data from different workplacesincluding the factory floor. In order to differentiate itself, Human Archive is using and developing additional equipment, such as hand-held gloves, a full-body recording suit, and mobile cameras to record data including movement, with the ability to hold, well connected with RGB-D (color image combined in real time with depth information), to sell to AI labs. The startup believes that video alone is not enough, but combining it with other sensor data makes it even more valuable.

Raj Patel told TechCrunch that while presenting the project to other researchers, they gained a lot of experience and wanted to combine video with tactile power data. The founders started talking to different labs and realized that the market for egocentric and sensor-based data is hot, and decided to build a company around it.

Originally, the Human Archive used automatic switches or disk tools to record the archived data. Now, it is working on devices that work together and capture different types of data. It has more than 50 instruments deployed to collect various data.

“In order to capture data, we started with iPhones, then we made our own jewelry and hats. Now we have more than seven pieces of hardware that we use interchangeably in different ways. After collecting data from different devices, we worked to integrate data from all these things,” he said in the call.

The company said it is developing ways to improve its AI models and data and test the robots to see how well they work. By doing this, the startup can demonstrate the quality of its data to potential customers and internal models of the medium.

Zach DeWitt, a Wing VC partner, said the startup has a unique advantage in gathering data from multiple sensors.

“No one else in the world has been able to synchronize and assemble RGB-D headsets, force response, full-body motion, and chest-to-hand camera connectivity at scale.” They have been doing internal studies for example on this device, and every major lab and university wants to try it because of the new sensors and the size of the new dataset,” he was told recently.

Data collection in India with expansion plans

Despite being rejected by the big players in the home services industry, Human Archive partnered with small startups to provide affordable services to customers. When the operator arrives at the home, consumers are given a choice through the program: pay a reduced price in exchange for agreeing to data collection, or pay the full price of the unrecorded visit.

Raj Patel said that customers have been happy to choose the former, because disputes about the quality of service are common, and video recording can help resolve them.

The company pays workers starting at $1 an hour for participating in data collection. A report from the Economic Times suggests that some companies pay ₹250–₹400 per hour (about $2.63–$4.20). Patel said competitors charge more than Human Archive, but its presence on the ground in India allows for lower compensation.

“The Human Archive offers quick, flexible global access, lowering the barrier to participation in the AI ​​economy. We see this as a critical bridge that provides immediate funding for building the foundation for a secure, profitable future,” said DeWitt.

Beyond payment, there are also privacy concerns about data collection through video recording. It is unclear what information the Human Archive provides to employees about how it is used. The company said its commercial contracts are with India Digital Personal Data Protection (DPDP) Actsince it shows the privacy information, along with the permission explaining the purpose of data collection and how it is used. The company said all data was anonymized, and the face is not good because it is painted. Last week, Moneycontrol report that the Ministry of Electronics and Information Technology in India is looking at ways to permit and data collection methods for startups to collect personal data through domestic workers.

Although Human Archive collects data in India, it has started to expand to Southeast Asia and the US. It also wants to offer customers in the US jobs such as cleaning or cooking to collect data with their employees – although these programs are still in the early stages.

Most well-paid startups are competition to build body AI. Doing so requires a large number of studies showing people in action – and the Human Archive is one of the players competing to meet their demands. Whether its approach can scale depends on the collaboration it does and the variety and amount of data it can collect to satisfy the desire for physical AI labs.