How do you ensure data privacy when using LLM APIs?

For data privacy with LLM APIs, use providers that offer zero data retention agreements, never send PII unless necessary, use enterprise tiers with stronger contractual protections, redact sensitive fields before sending, deploy on-premises for the most sensitive workloads, and audit data flows regularly. Most major providers now offer SOC 2, HIPAA, and similar compliance options.