Agentic AI architecture: how to design multi-agent systems that actually work

Picture a support operations pipeline built to handle billing inquiries. A customer writes in with a request that combines a billing dispute, a policy exception they read about on a forum, and an account that is missing three months of usage data because of a migration error. The deterministic workflow routes the ticket to billing.