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Everything we publish on inference privacy

Architecture guides, customer outcomes, technical explainers, and news from our partner ecosystem. Filter by what you need.

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Perspective
Mission Data, Open Models, and the Inference Privacy Layer for Shared Government AI

Protopia AI Stained Glass Transform (SGT) is now available for NVIDIA Nemotron 3 Super and Nemotron 3 Nano…

AgentsAI factoriesAug 20, 2026
News
Wand AI and Protopia AI Partner to Power Sovereign AI on Shared, Secure, High-Utilization Backend

Wand AI and Protopia AI today announced a partnership to deliver sovereign AI at national scale. The collaboration…

Inference PrivacySovereign AIJul 20, 2026
Perspective
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…

AI EconomicsAI factoriesJul 14, 2026
Featured partnerRafay
Video
Confidential Compute and Stained Glass Transform in a Zero-Trust AI Factory

How confidential computing and Stained Glass Transform combine in a zero-trust AI factory.

AI factoriesInference PrivacyJun 26, 2026
Featured partnerNemotron
Perspective
Useful Agentic AI Has Arrived

Protopia AI's SafeCLAW makes inference safe for sensitive data, so the work that was previously paying the isolation…

AgentsJun 17, 2026
Featured partnerHPE
News
Sensitive Data, Open Models, and the AI Factory’s Inference Privacy Layer

Protopia AI Stained Glass Transform (SGT) is now available for NVIDIA Nemotron 3 Super and Nemotron 3 Nano…

AI factoriesJun 16, 2026
Featured partnersHPE,Nemotron
Perspective
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…

AI factoriesInference PrivacyMay 31, 2026
Video
LLM Chatbot Demo

An LLM chatbot demo running on Llama 8B, served on Baseten.

Inference PrivacyMay 26, 2026
Featured partnerLlama
Perspective
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.

AI EconomicsMay 7, 2026
Perspective
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,…

AI RiskApr 28, 2026
Perspective
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…

AI factoriesMar 16, 2026
Featured partnerHPE
News
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…

AI factoriesState & LocalMar 14, 2026
Featured partnerHPE
Technical Guide
Private tool calling for agentic AI with Stained Glass

Secure your agentic AI workflows with private tool calling using Stained Glass. Protect sensitive data in tool schemas,…

AgentsJan 27, 2026
News
Protopia AI Selected as Awardee on Missile Defense Agency SHIELD Contract Vehicle

Protopia awarded under Missile Defense Agency’s Scalable Homeland Innovative Enterprise Layered Defense (SHIELD).

Inference PrivacyFederal & DefenseJan 20, 2026
Perspective
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…

Inference PrivacyFinancial ServicesDec 17, 2025
Technical Guide
Secure, Scalable AI Factories

Protopia Stained Glass Transform (SGT) is now compatible with NVIDIA NIM microservices. Together, SGT and NIM microservices enable…

AI factoriesOct 28, 2025
Featured partnerNVIDIA NIM
Perspective
Unlock Hidden ROI in GenAI Infrastructure

Your AI hosting configuration can make or break the ROI of your use case. Learn how to balance…

AI EconomicsOct 9, 2025
Technical Guide
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…

AI RiskInference PrivacySep 25, 2025
News
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…

Inference PrivacyFederal & DefenseJul 31, 2025
News
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…

Inference PrivacyJul 21, 2025
Featured partnerAWS
Technical Guide
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…

RAGJul 1, 2025
Featured partnervLLM
News
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…

Inference PrivacyMay 2, 2025
Featured partnerLambda
Technical Guide
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…

Inference PrivacySep 9, 2024
Featured partnersLlama,NVIDIA DGX Cloud
Explainer
The Executive’s Guide to Secure Data & Impactful AI | Part 3

This article, the final installment of our three-part series on secure data and impactful AI, outlines key principles…

AI RiskAug 21, 2024
Explainer
The Executive’s Guide to Secure Data & Impactful AI | Part 2

Welcome back to our three-part series designed by and for leaders in data, information technology, and AI. In…

AI RiskJun 19, 2024
Explainer
The Executive’s Guide to Secure Data & Impactful AI | Part 1

Overcoming Barriers to Data Accessibility for AI In partnership with Sol Rashidi, former CDAO at Fortune 100 organizations,…

AI RiskMay 28, 2024
Report & eBook
Expand AI Innovation Securely with Protopia

As enterprises rush to adopt Large Language Models (LLMs) and Generative AI capabilities, executives face a dilemma. According…

AI RiskMay 6, 2024
Explainer
Foundational data protection for enterprise LLM acceleration with Protopia AI

New and powerful large language models (LLMs) are changing businesses rapidly, improving efficiency and effectiveness for a variety…

Inference PrivacyDec 5, 2023
Report & eBook
eBook An Enterprise’s Guide to AI and LLM Data Protection

Exciting news! Our latest eBook, "An Enterprise’s Guide to AI and LLM Data Protection" is now available.

AI RiskFeb 16, 2024
News
Data Privacy: Central to Emerging Tech and Secure Gen AI: Gartner Recognition

We are thrilled to share that as we come out of Data Privacy Week, Protopia AI has been…

AI RiskJan 30, 2024
Perspective
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…

AI RiskJan 10, 2024
News
Protopia AI’s Innovation in GenAI Security – Gartner Spotlight

Exciting update: Protopia AI has been spotlighted in the Gartner Innovation Guide on the emerging GenAI TRiSM market.…

AI RiskSep 22, 2023
Case Study
AI Data Protection with Protopia AI: A Real-World Machine Learning Model Deployment in the Field

Machine learning (ML) has emerged as a transformative technology across various industries, including the U.S. Navy.

Inference PrivacyAug 22, 2023
Explainer
Balancing Data Security and Access in AI: 4 Considerations

Are you thinking about how to use Generative AI safely? In the age of data-centric AI, the significance…

AI RiskJun 20, 2023
Perspective
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,…

AI RiskJun 9, 2023
Perspective
What will you tell your CISO about the latest TPM 2.0 Breach?

Data and security leaders will seek answers to the two reported vulnerabilities in the Trusted Platform Module (TPM)…

AI RiskMar 8, 2023
Perspective
Would You Use Half a Recipe to Make Donuts? Well, you’re Doing It with Your AI

OK, maybe making a donut isn't that complex, but in a data-driven world, companies are piecing data and…

AI RiskFeb 10, 2023
News
Protopia AI Recognized in 2023 Gartner Market Guide for AI Trust, Risk and Security Management

Protopia AI has been named in the latest 2023 Gartner Market Guide for AI Trust, Risk and Security…

AI RiskJan 30, 2023
Perspective
Do Smart Devices Need to Watch You in the Bathroom During Your Intimate Moments?

Harnessing Value from AI Without the Sensitive Information The internet has been shaken with news of leaked sensitive images taken…

AI RiskJan 19, 2023
Video
AI Summit Video – Q2 Uses Protopia AI to Take on Fraud

Q2’s Chief Data Scientist applies Protopia AI’s technology to enable check fraud detection for their financial institution customers…

Inference PrivacyFinancial ServicesDec 14, 2022
News
Protopia AI Closes $6M Seed Round to Expand Access to Real Data Needed to Power AI for Enterprises

  AUSTIN, Texas—Dec. 6, 2022—Protopia AI, a company that helps enterprises fully leverage their AI data, today announced its…

Inference PrivacyDec 6, 2022
Case Study
How Protopia AI Enabled Q2 to Expand Open Access to the Most Advanced Fraud Detection Solutions

As user expectations and digital experiences of financial services rapidly evolve in fundamental ways, change-averse organizations are falling…

Inference PrivacyFinancial ServicesNov 22, 2022
News
Protopia AI Recognized as a Cool Vendor in AI Governance and Responsible AI by Gartner®

Protopia AI, the industry’s first software-only solution that enables data privacy for all ML tasks and data types,…

AI RiskAug 18, 2022
Explainer
Protopia AI Takes On the Missing Link in AI Privacy: Confidential Inference

Machine Learning inference services are pervasive, underneath many popular applications that consumers rely on every single day.

Inference PrivacyAug 2, 2022
Perspective
How to Extract Maximum Value from AI by Reducing Data Sharing Risks

In the last century, most of an organization’s data was housed in what could be the next dinosaur…

AI RiskSep 29, 2021
Perspective
What is the One and Only Way to Secure Your AI Data?

It’s Not a Matter of If, It’s How Badly You’ll Be Hacked “There are two types of companies:…

Inference PrivacyAug 29, 2021
Perspective
How Risky is Your AI?

The amount of information gathered through video is staggering, most of it is of a sensitive nature.

AI RiskJul 29, 2021

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