A new working paper from Khahlil Louisy examines whether AI-based urban infrastructure monitoring can address equity gaps in public health surveillance, using evidence from Boston’s 311 complaint system and AI-detected pavement data. The paper shows that complaint-based systems reflect socioeconomic patterns of civic participation, and argues that AI can complement but not replace participatory surveillance without rigorous validation and equity safeguards.