Ethical insider threat detection enables organizations to identify behavioral risk indicators early without invasive surveillance. By using privacy-first AI, companies can detect insider threats proactively, protect sensitive data, maintain employee trust, and stay compliant with regulations while reducing financial and reputational risk.