Core Insights - The article emphasizes the growing importance of vertical 2B agents in addressing specific business pain points, leading to quantifiable efficiency improvements and cost savings for enterprises [1][2][7] - It discusses the necessity of creating high-value closed loops that businesses cannot refuse, focusing on the commercial value of vertical agents [2][24] - The future of agents is predicted to be vertical rather than general-purpose, with companies needing to embrace and integrate AI deeply to avoid being left behind [7][41] Group 1: Business Strategy and Market Positioning - The company aims to identify and solve the core bottlenecks in business processes, directly contributing to revenue generation or significant cost reduction [16][18] - A focus on vertical markets allows the company to leverage existing customer resources and build relationships quickly, achieving over 100 client connections in a single quarter [19] - The choice of high-tech industries, particularly mid-to-high-end manufacturing, is based on the sector's strong digitalization and transformation needs, as well as its financial capacity to invest in agent solutions [24][25] Group 2: Product Development and Implementation - The transition from demo products to controllable, productive agents is crucial, with a focus on delivering real, measurable productivity [30][31] - Continuous iteration and co-creation with clients are essential for developing core technical capabilities, ensuring that products genuinely solve customer problems [33][34] - The company prioritizes achieving over 90% accuracy in agent performance, which is critical for client trust and adoption [31][37] Group 3: Client Engagement and Value Proposition - The company emphasizes the importance of understanding client business scenarios and pain points to deliver tailored agent solutions [61][63] - Successful agent implementation requires a strategic approach, focusing on high-frequency, repetitive tasks that are prone to errors, ensuring deep integration with existing systems [62][63] - The evaluation of agent success is based on its ability to reduce labor needs, shorten task processing times, and complete business tasks independently [63]