A cushion is an odd place to look for the future of a company built around algorithms. Yet there it is in QuantGroup’s May 2026 news feed: an announcement of its first smart cushion, alongside partnerships involving cloud services, embodied intelligence and a university laboratory. A business that learned to match people with things now wants to put intelligence inside the things themselves.
- QuantGroup built its early business around consumer-finance technology.
- Shopping platform Yangxiaomie became its commercial center.
- Smart hardware is the next ambition, while commerce carries the business.
That sequence matters. Read the company’s current description and you encounter “intelligent species,” its term for a future of responsive, interactive products. Read its accounts and you encounter the familiar machinery of retail: customer acquisition, merchant relationships, purchases and repeat purchases. The distance between those two descriptions is where this company gets interesting.
01 / The physicist and the purchase
Founder Hao Zhou took an unusually long route to the shopping cart. He studied astronomy at Peking University, earned a physics doctorate at Rice, and worked at Capital One, Barclays and Morgan Stanley. His professional history includes statistical analysis, mathematical modeling and risk management. QuantGroup began in 2014.
By November 2016, the business had raised a RMB500 million Series C, approximately US$73 million at the time. Sunshine Insurance led the round, with Fosun Capital and Guosen Hongsheng Investment among the participants. Contemporary coverage described technology for credit-based consumption and consumer IOUs. The problem was financial access; the underlying skill was deciding which person belonged with which offer.
The setting changed. The prospectus describes adjustments to information collection following China’s credit-reporting measures, then the discontinuation of financial-institution matching in July 2024. Regulation constrained the earlier approach; management subsequently said it favored Yangxiaomie’s higher profit margin. The decision joined compliance changes with a commercial calculation about where the business could earn more.
02 / The storefront is the business
Yangxiaomie started operating in November 2020. Its shelves carry third-party goods: electronics, food, appliances, cosmetics, jewelry, clothing and everyday personal-care products. Consumers encounter a shopping app or WeChat mini program. Suppliers encounter a route to buyers. QuantGroup sits between them, operating the marketplace and earning transaction-related income. Its prospectus distinguishes margins on sourced goods from commissions charged to third-party store operators, typically 1% to 5% depending on category. That distinction matters to a merchant deciding what a sale will actually cost.
Its other storefront, Consumption Guide, launched in April 2022 and now concentrates on automobile retail. The proposition connects online attention with purchases at physical dealerships. These are different purchases, with different rhythms: toothpaste can become a habit; a car rarely does. Matching has to accommodate both.
Behind the storefronts sits QuantPlanet, the proprietary AI platform. QuantGroup’s product description puts matching and personalized recommendations alongside operational management, service support, fulfillment and after-sales work. Its expertise spans the commercial process around a recommendation. A useful suggestion still needs a supplier, a completed transaction and somebody to answer when something goes wrong.
The recommendation is only the beginning of the transaction.Editorial observation
For shoppers, the practical use is straightforward: discover and buy goods. For merchants, the promise is access to demand and help operating online. In the wider market, the alternatives include China’s large general-purpose shopping platforms. QuantGroup’s particular story lies in applying its matching technology inside marketplaces it operates. That positioning still has to earn its place in a crowded shopping routine.
03 / Count the money, then the audience
Yangxiaomie generated 94.4% of group revenue in the first half of 2026. That concentration puts the new hardware language into perspective. The company can explore several futures while depending on one present.
came from Yangxiaomie
The audience number needs similar care. By June 2026, cumulative registered users exceeded 65 million. Registrations accumulate; purchases must happen again. For the first halves of 2025 and 2026, Yangxiaomie’s gross merchandise value fell from roughly RMB5.5 billion to RMB3.3 billion. Merchandise value measures goods traded. Revenue measures what the company recognizes from its activities. Neither is a count of satisfied customers.
Group revenue, RMB million
Management attributed weaker trading to competition, softer consumption, regulatory conditions and changes in marketing allocation. Those explanations describe the environment in which its matching technology must work. Better recommendations operate within household budgets and acquisition costs.
04 / What attention actually costs
In 2025, QuantGroup spent RMB313.5 million on sales and marketing and RMB51.3 million on research and development. Marketing spending fell by a third as the company concentrated on channels with stronger conversion and removed inefficient placements. Here is something another operator can copy: evaluate where paying customers come from before buying more traffic. A sensible test would compare acquisition spending with the contribution from a customer’s subsequent orders, channel by channel. A cheap click can still produce an expensive customer. The company’s cuts make that operating question visible, even without a claim that its approach will transfer to every marketplace.
Advertising placement was an earlier retreat. It contributed less than 1% of revenue in 2025 and none in the first half of 2026. Consumption Guide’s move toward automobile retail also changed its role. These shifts show a company pruning activities as it searches for a durable commercial mix.
The bill extends beyond advertising. In September 2026, QuantGroup proposed another share placement, allocating most planned proceeds to commerce and working capital, with a smaller portion for R&D. The placement completed later that month with approximately HK$144 million net. Ambition needs cash for everyday operations as well as experiments.
05 / A new object on the sofa
The physical-AI push has concrete signposts. In March 2026, QuantGroup appointed computer-vision and machine-learning researcher Xu Dong as chief scientist. Its May news index announced the smart cushion, cooperation with Volcano Engine and a physical-intelligence laboratory with Peking University.
Meanwhile, new B2B supply-chain and e-commerce operating services began as pilots. They extend experience the company already has. Hardware asks a further question: can knowledge of consumer behavior become something people want to live with?
That approach needs affordable acquisition, repeat demand and reliable delivery. It becomes harder when traffic costs outrun merchant economics or when a new device requires capabilities software experience cannot supply. QuantGroup’s next test happens where the customer reaches for a wallet. The cushion gets attention. The purchase decides what comes next.