In this talk, we will unveil the best practices for an AI platform, a refined product of our extensive experience in the dynamic AI ecosystem. We will explore the unique challenges posed by large-scale multi-tenancy and substantial compute requirements, discussing how we have successfully navigated these issues in the past and our strategies for overcoming them in the future. Join us to gain insights into the cutting-edge architectural solutions driving SAP's AI advancements.