What We Learned from Dozens of Enterprise MCP Deployments

What We Learned from Dozens of Enterprise MCP Deployments What does it actually take to run MCP in production at enterprise scale? In this session, Jiquan Ngiam, Co-Founder & CEO of MintMCP, shares lessons gathered from working with dozens of enterprise teams deploying the Model Context Protocol in real-world environments. Rather than focusing on a single deployment, Jiquan breaks down the recurring patterns, challenges, and architectural decisions that emerged across different enterprise environments, from where teams commonly got stuck to what held up as MCP adoption expanded. The session explores practical considerations around authentication, agent identity, tool management, observability, policy enforcement, and operating MCP at scale, offering a grounded look at what it takes to move from experimenting with MCP to running it reliably in production. Whether you're evaluating MCP for your organization or already deploying it across enterprise workflows, this session offers practical lessons and hard-earned insights from the field. Speaker: Jiquan Ngiam - Co-Founder & CEO, MintMCP Topic: What We Learned from Dozens of Enterprise MCP Deployments Want to be part of the community building the future of agentic AI? Join the Agentic AI Foundation (AAIF) and connect with the people, projects, and organizations shaping open standards for agentic AI. Learn more and join the AAIF community → https://aaif.io/news/linux-foundation-announces-formation-of-aaif