The key shift is that an AI support agent’s value lies not just in better answers, but in shortening the path from request to resolution. Actions, integrations, and reliable workflows turn AI from a chatbot into an operational support layer. The real test is whether it can safely check orders, update accounts, process requests, and escalate cases with full context. Successful automation is measured less by conversations handled than by work completed without human intervention where ROI becomes clear.