Innovation, which is a pivotal force behind the sustained growth of enterprises, has garnered significant attention across various industries. As the epicenter of corporate decision-making, the board of directors plays a pivotal role in allocating resources and overseeing the execution of strategy. Consequently, it inevitably impacts the innovation capabilities of a business. Previous research has focused primarily on single board member characteristics, such as age, gender, tenure, and educational qualifications, overlooking the cumulative influence of multiple attributes. Therefore, this study aims to investigate the impact of faultlines arising from the intersection of these characteristics within a board on innovation performance. Using panel data from China’s A-share listed companies from 2010 to 2021, this research constructs a framework to analyze board faultlines based on gender, age, education, director tenure, independence status, and occupational background. A comprehensive examination reveals a positive association between board faultlines and innovation performance, indicating that diversity within a board can foster enhanced innovative outputs. These findings persist even after rigorous robustness tests, including two-stage instrumental variable regression using lagged innovation performance as well as when substituting explanatory variables and sample intervals. Further analysis reveals that the influence of board faultlines on innovation performance is significant only under certain contextual conditions: when equity concentration is low, industry competition is intense, and risk aversion is greater. This study offers valuable insights for optimizing board membership configurations and thus, ultimately, enhancing the innovation capabilities of enterprises.