Three months after going public, a leadership change—this is not a crisis, but a proactive upgrade by the quantitative faction.

Ask AI · How can the new management’s cross-border e-commerce experience help Quantification Outfit expand overseas markets?

Produced by|China Intervening Network

Reviewed by|Li Xiaoyan

On November 27, 2025, after eight years and five applications for review, Quantification Outfit (02685.HK) successfully listed on the Hong Kong Stock Exchange, becoming a landmark company in the consumer finance industry’s transformation into the digital consumer segment. Just three months after its listing, the company faced the dual test of a core management reshuffle and short-term share-price volatility, with market doubts and expectations for transformation intertwining. As an industry example of a shift from lending facilitation to e-commerce consumer transformation, Quantification Outfit is shedding its past controversy labels through compliance rectification, strategic upgrades, and technology enablement, and anchoring a long-term growth path amid the pain of transition. Behind its “e-commerce disguise” is a deep transformation that aligns with regulation and deeply cultivates scenarios.

With the introduction of new regulations governing lending facilitation in 2026, the industry’s compliance process accelerated across the board. Quantification Outfit, with the posture of “transitioning proactively ahead of regulation,” completed the remolding of its identity from financial matchmaking to e-commerce consumer focus. The company’s predecessor was the “Credit Wallet” launched in 2014, which was iterated into the Yangxiaomai Mall in 2020. In September 2024, it officially terminated all lending-facilitation matchmaking services, making a clear commitment to regulators to separate financial attributes and fully focus on goods transactions and consumer services. Yangxiaomai thus became the group’s core revenue pillar.

In response to controversies surrounding product price premiums, installment interest and fees, and other issues that drew market attention, Quantification Outfit advanced rectification through actual actions. Yangxiaomai Mall has basically eliminated the earlier problems of 20%-30% product price premiums, and removed the “Bianli Card Pack” installment entry point from the order page. The operational entity of the Bianli Card Pack completed an equity change and formed an independent operating structure with Quantification Outfit. The two sides are only compliant commercial cooperation relationships. The platform strictly benchmarks regulatory requirements, improves a comprehensive financing cost disclosure system, clearly lists installment rates and service fees, keeps comprehensive financing costs within the scope of judicial protection, and prevents disguised charging and illegal cashing-out behavior.

It is undeniable that during the transformation period, Quantification Outfit still faces phased challenges. User feedback on the Black Cat Complaints platform reflects both the platform’s insufficient fine-grained operations and the common pain points of the installment e-commerce industry. However, the company takes an open attitude to build a dedicated customer service response mechanism, handles complaints quickly and manages them in a closed-loop manner. Through optimizing the supply chain and increasing the proportion of direct procurement, it improves the cost-effectiveness of products. By operating compliantly and protecting users’ rights, it demonstrates the responsibility and responsibility of a listed company.

Three months after listing, the company began a shake-up of the core management. This was not passive response, but a proactive strategic layout for Quantification Outfit’s new stage. On March 2, the company appointed Zhang Yanshen, a post-90s cross-border e-commerce venture capital and investment expert, as Executive Director and COO, and Tan Feng, a PhD in robotics from the Massachusetts Institute of Technology, as Executive Director and CTO. The former management stepped down due to personal career development reasons, and the team has shown characteristics of “younger, more professional, and more technical.”

New COO Zhang Yanshen holds a master’s degree from the University of Glasgow in the UK, and combines experience in investing in consumer scenarios with hands-on operational experience in cross-border e-commerce. He will be responsible for implementing the e-commerce business strategy on the ground. In a context where domestic e-commerce traffic has peaked and customer acquisition costs are rising, his cross-border e-commerce experience will help Yangxiaomai open new room for going global. Relying on capabilities in product selection, supply chain, and localized operations, it will expand the overseas market for young consumer groups. The new CTO Tan Feng has deep technical expertise in AI and smart hardware, which will inject a “technological edge” into the company. It will promote in-depth application of AI technology in scenarios such as intelligent recommendations, risk control optimization, and user operations, helping Quantification Outfit upgrade from “consumer e-commerce” to “AI + digital consumption.”

This management reshuffle is a key driving force for Quantification Outfit’s new story of “cross-border e-commerce + AI technology.” The company is no longer confined to the domestic installment e-commerce track. Instead, with technology as the engine and cross-border expansion as the increment, it builds a two-wheel-driven model of “e-commerce scenarios + technology enablement,” sending a clear signal of long-term growth to the capital market.

Quantification Outfit’s path to listing can be described as “moving forward while carrying heavy burdens.” The IPO raised HKD 131 million, and after deducting listing expenses, the net proceeds were only HKD 12.37 million. One of the core purposes of listing was to relieve the upside-down bet pressure from the redemption of preferred shares totaling RMB 1.8 billion, so it can be called a “blood-letting listing.” But listing not only resolved a short-term debt crisis; it also opened a capital channel for standardized development, serving as an important milestone on its transformation journey.

From the perspective of its financial structure, Yangxiaomai Mall contributes more than 98% of the company’s revenue. Installment orders account for nearly four-fifths of transaction value. Behind the concentrated revenue structure is the platform’s deep rooting in consumer scenarios and the continued accumulation of user stickiness. Although the company faces short-term financial pressure of being insolvent, as de-financialization is completed, compliance rectification is implemented, and new business initiatives are advanced, its operational resilience is becoming apparent. After the termination of the lending-facilitation business, the company has completely escaped the strong regulatory constraints of finance, and the compliance and sustainability of its e-commerce business have improved significantly. With the addition of the new management team, it provides talent support for the landing of cross-border e-commerce and AI technologies, and is expected to open a second growth curve.

As an industry transformation case, Quantification Outfit’s value lies not only in its own development, but also in providing a path that can be referenced for compliant transformation by internet finance companies. From cash loans to installment malls, from lending-facilitation matchmaking to e-commerce consumption, the company has consistently followed regulatory guidance and embraced industry changes. Through model innovation, it meets the inclusive consumption needs of young groups and lower-tier markets. Short-term share-price volatility is a normal reaction by the capital market to companies in the transformation period, while long-term value depends on the depth of compliant operations, the breadth of business expansion, and the height of technology enablement.

The management reshuffle and share-price volatility three months after listing are both the pain of transformation for Quantification Outfit and the starting point for it to break the deadlock and move forward. Against the dual backdrop of transparent regulation and consumption upgrades, the company is gradually shedding its lending-facilitation complexion, while building a solid core positioning in e-commerce consumption—using compliance rectification as the foundation, team upgrades as the impetus, and technological innovation as the engine.

From “Credit Wallet” to “Yangxiaomai,” from a lending-facilitation platform to a digital consumption service provider, Quantification Outfit’s eight-year transformation is a microcosm of standardized development across the internet finance industry. Short-term controversies and volatility cannot obscure its long-term value of aligning with trends and proactively changing. As cross-border e-commerce rollout advances, AI technology is implemented, and the compliance system is improved, Quantification Outfit is expected to come out of the pain of transformation and become a benchmark enterprise in the digital consumption field that combines compliance, innovation, and growth potential. Behind its “e-commerce disguise,” the long-term growth blueprint is becoming increasingly clear.