Insurance-trained small-language-model (SLM) platform for insurers that understands insurance data, workflows, and regulations while operating inside insurers' controlled environments. Provides privacy-safe data transformation (automatic PII/PHI detection and protection), workflow automation across policy/claims/billing, and AI-powered legacy data migration and modernization.