The complexities of billing systems have increased with the rise of AI agents, which operate autonomously and defy traditional billing assumptions. Building a custom billing system for these agents presents numerous challenges, including handling unpredictable usage, invoice formatting for outcomes, and revenue recognition for future results. The author emphasizes the importance of using a specialized billing system that can manage these new dynamics effectively.