The case study focuses on a major Indian e-commerce retailer utilizing chat as a key engagement tool for sales and customer support, revealing that 43% of customers prefer to chat before purchasing big-ticket items. The findings highlight a significant opportunity for improved customer interaction, especially during off-hours, as only 28% of chat requests are currently being addressed. Implementing automated chat and increasing workforce during peak hours could enhance customer satisfaction and conversion rates.