This article explores how we built a multi-LLM enterprise AI assistant that transforms institutional knowledge into actionable intelligence. Designed for a global sports analytics company, the assistant integrates multiple large language models with strict governance, reasoning control, and role-specific knowledge management. By leveraging our Institutional Knowledge Platform (IKP), the client achieved faster deployment, seamless user experience, and responsible AI at scale.