Multi-agent AI systems offer deeper insights but can feel slower due to their complex collaborative processes. To enhance user experience, organizations must design systems that minimize perceived delays and provide intuitive, transparent interactions across various modalities. This shift requires rethinking how responsiveness is evaluated and fostering trust between users and AI agents.