Padmalatha, V. and Kalaivani, M. 2026. A Study on the Role of AI in Shaping Financial Confidence and Sustained UPI Usage with Reference to Tamil Nadu. Indian Journal of Information Sources and Services. 16, 2 (Jun. 2026), 341–350. DOI:https://doi.org/10.51983/ijiss-2026.16.2.34.