The Virtual Private Token Factory: Full Utilization, More Tenants, and No Plaintext on Your Platform
For neoclouds, NVIDIA Cloud Partners, sovereign and in-country cloud operators, and AI factory builders: the virtual private token factory is how to run multi-tenancy that regulated customers can join and that a single mistake cannot turn into a leak, at the economics the factory was financed on. Every AI factory is financed on the same […]
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).
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.
MGT, Protopia AI, and HPE Launch AI Experience Center to Accelerate Secure AI across State, Local, and Education Government (SLED)
MGT, Protopia AI, and HPE introduce a national AI Experience Center for SLED agencies to scale governed AI while protecting sensitive data.
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.
Protopia AI Receives $1.25M Direct-to-Phase II Contract from U.S. Air Force
Protopia will enable the Air Force Sustainment Center Software Directorate (AFSC/SW) to use SGT technology to protect code from prompts used for inference with coding LLMs.
Protopia AI Now Available on AWS Marketplace
Available through Amazon SageMaker and AWS Marketplace, Protopia Stained Glass Transform (SGT) adds a drop-in privacy layer to protect critical data in enterprise AI applications. SGT enables secure inference on open-weight models, starting with Llama 3.1 8B, and is designed to support high-impact use cases like RAG, document processing, and customer interaction, especially in industries where sensitive or proprietary data would otherwise block adoption.
Protopia AI and Lambda Partner to Provide Roundtrip Inference Data Protection to Secure LLM Endpoints
Protopia AI announces partnership with Lambda to bring Roundtrip Protection for Secure LLM Inference Endpoints. This the only solution that eliminates plaintext exposure throughout the entire AI inference lifecycle, ensuring clients retain full ownership of their prompts and responses—even in multi-tenant environments. In partnership with Lambda, we empower enterprises to use sensitive data with AI securely while benefiting from Lambda’s high-performance, cost-optimized inference solutions. Ideal for regulated industries or organizations scaling infrastructure, this combined offering closes the final data privacy gap without compromising ROI, performance, or latency.
Securely Build Open LLMs with Protopia AI Stained Glass Transform, accelerated by NVIDIA DGX Cloud
In this blog, we demonstrate how Protopia AI maximizes the protection of sensitive data when working with popular open-source models on NVIDIA DGX Cloud. We provide a step-by-step exploration of the technology and its implementations, along with performance benchmarks.