What is multi-tenant architecture in classification systems?

Multi-tenant architecture allows multiple clients to share the same classification infrastructure securely and efficiently.

In SaaS ML systems, multiple tenants (customers) use the same model infrastructure but with isolated data, configurations, and sometimes custom models. Isolation can be logical (shared model, separate data) or physical (separate deployments). Key challenges include data privacy, noisy neighbor effects, and scaling fairness.