As the penetration rate of Level 2 (L2) and above advanced driver-assistance systems (ADAS) in passenger vehicles exceeds 68%, intelligent driving technologies are rapidly gaining adoption. However, the absence of a supporting insurance product framework is constraining the development of smart connected vehicles (SCVs). Recently, Beijing launched a pilot program for the development and application of commercial insurance tailored for intelligent connected new-energy vehicles—a move widely seen as a concrete step toward technology-driven, risk-tiered pricing in the auto insurance industry. Nationwide, the total mileage of open roads designated for autonomous vehicle testing has already surpassed 28,000 kilometers. Industry forecasts predict that L2 functionality will reach over 70% penetration by 2026 and climb to 90% by 2030. Yet, the current auto insurance pricing models struggle to accurately assess the unique risk profiles of SCVs. Experts emphasize that the risk characteristics of SCVs differ significantly from those of conventional internal combustion engine vehicles, necessitating a fundamental overhaul of insurance pricing logic. The pilot initiative aims to clarify liability allocation in accidents, safeguard the rights of drivers and passengers, and incentivize automakers to enhance their technological capabilities. Representatives from multiple automakers have stated that insurance products specifically designed for intelligent driving hold significant importance for industrial development. Going forward, insurance premiums may be segmented based on the technical responsibility chain, potentially leading to novel collaboration models such as strategic partnerships between leading automakers and insurers or automaker equity stakes in insurance firms. Nonetheless, the widespread rollout of intelligent driving insurance still faces multiple hurdles. Existing laws and regulations have not yet established a clear separation of liability between human drivers and vehicles, and there is currently no legal basis for dedicated SCV insurance products. Additionally, the lack of unified industry standards and data protocols further impedes product implementation. Relevant authorities recommend first establishing standardized frameworks before advancing legislative reforms. Financial regulators have indicated that the property and casualty insurance sector will intensify efforts to accumulate and share data to refine insurance offerings and services. In the long run, intelligent driving insurance could catalyze a shift in the industry ecosystem—from a model where automakers solely bear all risks toward one characterized by shared responsibility across the entire technology value chain.