As the client scaled its product catalogue and customer base, rising volumes of repetitive queries placed mounting pressure on support operations and increased response delays further.

• High query volumes on warranty, delivery, and product specifications overwhelmed the support team
• Customers received delayed responses during off-hours, reducing satisfaction and increasing churn risk
• Agents spent excessive time on repetitive queries instead of complex escalations
• No conversational interface existed for real-time product discovery and query resolution