Multi-tenancy allows multiple users or organizations to share the same AI platform while keeping data and configurations separate. Access control manages who can view or modify resources, ensuring secure, role-based permissions within an AI product.
A multi-tenant system isolates user data and models logically, often using namespaces or partitions. Access control enforces permissions through roles, policies, or identity management systems, regulating API calls, UI access, and data visibility for different users within the shared environment.
For AI product managers, multi-tenancy reduces infrastructure costs by maximizing resource use without compromising security. Access control protects sensitive data and complies with regulations, improving user trust. Together, they enable scalable, flexible AI solutions supporting diverse customers with tailored access and consistent performance.