Private Token Factories: How Rafay and Protopia AI Let Sensitive Workloads Run on Shared GPU Capacity
The direct win is being able to serve workloads that used to require dedicated, single-tenant endpoints at multi-tenant utilization instead. In Protopia’s modeled deployment economics, that shift meaningfully lowers annual infrastructure cost for those workloads, since they’re no longer sitting in underutilized carve-outs (actual savings depend on workload mix and scale).
Useful Agentic AI Has Arrived
Protopia AI’s SafeCLAW makes inference safe for sensitive data, so the work that was previously paying the isolation tax can route to the multi-tenant factory like everything else.
Zero-Trust AI Factories Unlock Sensitive AI Anywhere with Protopia AI Stained Glass Transform and NVIDIA Confidential Containers
NVIDIA Confidential Computing, combined with Protopia AI’s Stained Glass Transform, helps organizations protect sensitive inference data and model IP, enabling more secure AI deployment across multi-tenant infrastructure.
Breaking Data Silos: How Private Inference Unlocks GPU ROI on Sensitive Data
Private inference architecture, powered by Protopia AI’s Stained Glass, directly strengthens multiple ARMOR domains.
McKinsey Lilli hack & Anthropic Mythos reveal new AI cybersecurity threats
The application-layer breach has known fixes, and McKinsey has applied them. The inference pipeline is the second layer, and it is the one Mythos should reframe.
Half Your AI Factory Is Sitting Idle, here is the Blueprint That Fixes It
AI Factory ROI depends on using high-value data at full fidelity and running compute at full capacity. Privacy constraints force operators to choose one or the other. HPE and Protopia AI have validated a blueprint that eliminates that tradeoff through private multi-tenant inference.
Unlocking Sensitive Data for AI in Financial Services
How Stained Glass helps financial institutions and and AI builders run AI with sensitive data without exposure while improving GPU utilization and cost.
Unlock Hidden ROI in GenAI Infrastructure
Your AI hosting configuration can make or break the ROI of your use case. Learn how to balance the needs of the CISO and the CFO with secure, efficient AI infrastructure powered by SGT.
AI Data Privacy and Protection – Reflecting on 2023 and Anticipating 2024
In the dynamic landscape of GenAI and widespread excitement on using LLMs, data privacy and protection started to take on a much larger focus in 2023.
Grow Your Enterprise with Generative AI While Ensuring Data Protection
A Guide for CISOs and AI Transformation Leaders. The advent of Large Language Models (LLMs), such as ChatGPT, Bard, and even open-source foundation models, has ushered in an era of unprecedented possibilities.