In the current era where large AI models are reshaping business interactions, MARKETINGFORCE (02556) has announced the deep integration of its technological infrastructure with the Alibaba ecosystem, aiming to deliver more immersive and higher-conversion intelligent business experiences for clients across all industries. Information indicates that MARKETINGFORCE's AI-Agentforce enterprise-level intelligent agent platform was deeply equipped with the capabilities of Alibaba's "Qianwen" large model at an early stage, achieving comprehensive scenario-based integration with the Qianwen App and successfully creating a full-chain closed loop for multiple scenarios including AI customer service Q&A, demand insight, product recommendation, and transaction conversion. Through this model, MARKETINGFORCE has successfully built tangible commercial conversion pathways for numerous clients, directly transforming massive model traffic into real revenue for enterprises. Concurrently, according to insider sources, the company's Smart Business Cloud division established collaborations early on to connect with mainstream AI application interaction ecosystems, including Tencent's WeChat Marketplace and Alibaba's "Qianwen." Based on official website information, MARKETINGFORCE's Business Cloud already possesses robust omnichannel commercial capabilities, enabling one-stop management of stores across platforms such as Taobao, WeChat, Douyin, Tmall, and JD.com. This new integration signifies that MARKETINGFORCE is poised to unlock novel AI-driven traffic growth points for brand merchants through the products and services managed by its Business Cloud. Regarding this development, MARKETINGFORCE emphasized its steadfast commitment to a "symbiosis with the ecosystem" strategy, striving to become a core hub connecting general-purpose large models with vertical business scenarios and assisting brands in bridging the final mile from "user intent" to "commercial delivery." The AI-Agentforce platform was designed from its inception with the capability to interface with mainstream ecosystems, a forward-looking layout that has been repeatedly validated in practical deployments on platforms like Xiaohongshu and WeChat Stores; this seamless integration with Alibaba serves as another testament to its technical prowess. Some analysts believe that as MARKETINGFORCE deepens its footprint within major tech ecosystems, its ability to commercialize the "AI application + SaaS" model will be further unleashed, potentially allowing it to secure a core ecological position in the current wave of AI application adoption.