under its Shift Framework. InferShift focuses on private inference, data residency, access control, audit logging, and model governance so regulated workloads can run within a customer’s own tenancy. Its work covers use cases across finance, healthcare, legal and other sectors where risk, compliance, and auditability are primary constraints. InferShift also develops Voqu, a private voice AI platform for call handling, workflow routing, and voice automation that is deployed inside the customer’s cloud perimeter. Through these services and platforms, InferShift supports enterprises in defining use cases, engineering reference architectures, running controlled pilots, and scaling AI workloads into production with measurable criteria.