As NVIDIA advances global AI and high-performance computing, its announcements exert notable influence on Taiwan’s semiconductor supply chain, including firms such as TSMC, Foxconn, and Wistron. Using the event study methodology, this study analyzes the impact of NVIDIA’s 2023 SIGGRAPH keynote on Taiwanese supply chain firms over a 31-day window through abnormal returns (AR) and cumulative abnormal returns (CAR). The findings show a negative market reaction before and immediately after the announcement, indicating cautious initial investor sentiment. In the days that follow, AR gradually recovers and negative CAR narrows, reflecting a“negative-then-positive”adjustment pattern as investors reassess the information.