Federated Learning

Privacy-Preserving LLMs in Enterprise SaaS: Choosing Between Differential Privacy, FHE, and Federated Learning

Enterprises can deploy LLMs in SaaS while meeting privacy obligations like GDPR and CCPA, but no single technique is sufficient. A layered architecture combining Privacy-Enhancing Technologies (PETs) with Zero Trust controls is recommended to address data exposure and ensure compliance.