Private inference applies Protopia AI's Stained Glass Transform (SGT) to convert sensitive prompts into stochastic embeddings inside the data owner's root of trust, enabling NVIDIA Triton, NIM, and vLLM deployments to process regulated data without exposing plaintext. Aligned with WWT's ARMOR framework, this architecture strengthens data protection, model security, and multi-tenant GPU infrastructure ROI.