Technological advancements and shifting customer preferences have transformed customer interactions in the dynamic business environment of today. For telecommunications companies like Safaricom, these changes have led to product complexity and a multitude of customer requests spanning various channels. Eciently managing these requests within tight timelines while ensuring a seamless customer experience has become imperative.