AI agent demos look magical until the agent meets real data, real users and real edge cases. This walkthrough of an illustrative AI lead qualification agent shows the decisions behind a working agent MVP. It covers narrow scoping, mixing fixed workflow steps with AI judgement, a practical tech stack, and the common failures that break agents, from made-up facts to prompt injection.