Definition
Ensuring that when one customer's AI request runs on a shared serving platform, it cannot see or leak another customer's data. A failure can expose one user's outputs to another, as happened when a hosted model returned another tenant's content. Most hosted AI runs on shared infrastructure, so a single flaw can expose many customers.
Why it matters
A single isolation flaw can silently leak other customers' sensitive data and damage trust in the provider.