Naqvi, Syeda Sabika, and Ayyan Ahmed Niayzi. 2025. “Apology Strategies in Commercial Chatbots: A Speech Act Analysis of Formulaicity, Pragmatic Deficits, and Design Implications for Customer-Service Conversational AI Systems”. HDSRC – International Human Development and Social Research Conference, March. https://doi.org/10.5281/zenodo.21726941.