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Blog and News

Blog

AI Privacy for Financial Services

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.

Partner Blog

Protopia SGT Support for NVIDIA NIMs

Secure, Scalable AI Factories

Protopia Stained Glass Transform (SGT) is now compatible with NVIDIA NIM microservices. Together, SGT and NIM microservices enable organizations to run sensitive, high-value workloads on efficient shared infrastructure based on the NVIDIA AI Factory for Government reference design.

ROI Analysis

Maximize ROI of GenAI

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.

Partner Blog

Secure RAG Pipelines

Secure AI Inference Pipelines: Building End-to-End Private RAG with Cyborg & Protopia AI

Unlock the value of your enterprise data without exposing it during retrieval or inference Why “Private” in RAG Still Isn’t Private Enough Retrieval-Augmented Generation (RAG).

Company news

Protopia AI Secures $1.25M SBIR

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 Partner

Stained Glass for AWS SageMaker and Bedrock

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.

Product News

Serve SGT-Enabled Models with vLLM

Big Win for Secure AI Inference: vLLM Adds Prompt Embedding Support

Protopia now supports vLLM’s new prompt embedding feature, enabling secure LLM inference without plaintext at inference. Together, vLMM and Protopia Stained Glass Transforms (SGTs) unlock private, high-performance AI workloads for enterprises handling sensitive data.

Protopia Partner

Roundtrip data protection

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.

Protopia Partner

Building SGT with DGX Cloud

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.
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