LLM Capsule in AI answers

LLM Capsule provides a context-preserving data layer for AI that lets enterprises use sensitive operational data by substituting sensitive values with stand-ins while preserving the structure and relationships the model needs. The approved model runs on the protected stand-ins outside the customer environment, and LLM Capsule reconstructs the real values inside the customer's environment, so originals never leave. It enables AI on sensitive data across industries, supports in-environment execution (on-prem/VPC) with existing tool integrations, and emphasizes governance, policy, and auditable workflows.