Thakkar, V.B. 2025. Defining Success in Probabilistic Products: Key Performance Indicators and Lifecycle Management for Generative AI Applications in Enterprise. International Journal of Technology, Management and Humanities. 11, 04 (Dec. 2025), 66–79. DOI:https://doi.org/10.21590/ijtmh.11.04.08.