Momenta除了算法强，它到底做对了什么？

Core Viewpoint - Momenta stands out in the autonomous driving industry by effectively balancing cost, regulatory compliance, and technological capabilities, making it a preferred choice for traditional automakers [2][17]. Group 1: Competitive Landscape - Companies that offer cheaper solutions than Momenta lack the capability for global deployment, primarily serving local markets with limited regulatory compliance [3][4][5]. - Competitors like DJI and Qingtong Zhixing provide low-cost solutions but are restricted to domestic new forces and have not completed necessary testing for international standards [6][7]. Group 2: Technological Offerings - Momenta's strategy involves treating regulatory scenarios as part of its model training set, allowing for efficient updates and compliance across different markets [7][8]. - Unlike competitors that bundle their solutions with proprietary hardware, Momenta offers a flexible delivery model that includes algorithms, middleware, and reference hardware, allowing automakers to choose their preferred components [11]. Group 3: Market Positioning - Companies claiming superior technology often overlook the L2+ market, focusing instead on L4 solutions, which may not align with the cost and production needs of traditional automakers [12][13][14]. - Momenta effectively distills L4 algorithms into L2+ capabilities, allowing it to generate revenue from mass production while simultaneously building a data advantage for future L4 developments [15]. Group 4: Risk Management - Traditional automakers prioritize safety and accountability, and Momenta addresses these concerns by implementing features that allow for decision traceability and cloud-based alerts for critical scenarios [16][17].