Everything we publish on inference privacy

AgentsAI factoriesAug 20, 2026

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 Omni, two open-weight models built for…

Inference PrivacySovereign AIJul 20, 2026

Wand AI and Protopia AI Partner to Power Sovereign AI on Shared, Secure, High-Utilization Backend

AI EconomicsAI factoriesJul 14, 2026

Private Token Factories: How Rafay and Protopia AI Let Sensitive Workloads Run on Shared GPU Capacity

Featured partnerRafay

Useful Agentic AI Has Arrived

AgentsJun 17, 2026

Computer VisionConfidential Inference DemoStained Glass Transform running inside NVIDIA Confidential Compute Enclaves.Watch Demo LLMsChat DemoSee how Protopia AI Stained Glass Transform protects data during LLM processing.Watch Demo TalkWorking session with engineeringYour architecture, your data classification, our engineers.Book a demo

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3 itemsAgents 3 itemsAI Economics 7 itemsAI factories

19 itemsAI Risk 17 itemsInference Privacy 1 itemsRAG

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AgentsAI factoriesAug 20, 2026

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 Omni, two open-weight models built for…

Inference PrivacySovereign AIJul 20, 2026

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 combines Wand's operating system for the…

AI EconomicsAI factoriesJul 14, 2026

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…

Featured partnerRafay

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…

AgentsJun 17, 2026

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 Omni. As an integrated data-privacy layer,…

AI factoriesJun 16, 2026

Featured partnerHPENemotron

AI factoriesInference PrivacyMay 31, 2026

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…

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

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…

AI RiskApr 28, 2026

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…

AI factoriesMar 16, 2026

AI factoriesState & LocalMar 14, 2026

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.

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, arguments, and outputs with end-to-end privacy.

AgentsJan 27, 2026

Inference PrivacyFederal & DefenseJan 20, 2026

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 PrivacyFinancial ServicesDec 17, 2025

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.

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…

AI factoriesOct 28, 2025

Featured partnerNVIDIA NIM

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…

AI EconomicsOct 9, 2025

AI RiskInference PrivacySep 25, 2025

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…

Inference PrivacyFederal & DefenseJul 31, 2025

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…

Inference PrivacyJul 21, 2025

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…

Featured partnerAWS

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)…

RAGJul 1, 2025

Featured partnervLLM

Inference PrivacyMay 2, 2025

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…

Featured partnerLambda

Inference PrivacySep 9, 2024

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.…

Featured partnerLlamaNVIDIA DGX Cloud

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 and considerations to help you architect…

AI RiskAug 21, 2024

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 the first installment, we tackled the…

AI RiskJun 19, 2024

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, and best-selling author In today’s business…

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 to Gartner, 54% of senior technology…

AI RiskMay 6, 2024

Inference PrivacyDec 5, 2023

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 of enterprise use cases.

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

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 recognized on Gartner’s Emerging Tech Impact…

AI RiskJan 30, 2024

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…

AI RiskJan 10, 2024

Inference PrivacyAug 22, 2023

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. Dive in here: https://lnkd.in/gZb7BkQs (Garter login…

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.

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 of data access and security cannot…

AI RiskJun 20, 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,…

AI RiskJun 9, 2023

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) 2.0 specification.

AI RiskMar 8, 2023

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 together to unlock new possibilities…

AI RiskFeb 10, 2023

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 Management

AI RiskJan 30, 2023

Inference PrivacyFinancial ServicesDec 14, 2022

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 by a robot vacuum company’s devices.…

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 – by giving them access to…

Inference PrivacyDec 6, 2022

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 $6 million seed funding round led…

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 further behind.

Inference PrivacyFinancial ServicesNov 22, 2022

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, today announced that it has been…

AI RiskAug 18, 2022

Inference PrivacyAug 2, 2022

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.

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 of office furnishings – the locking…

AI RiskSep 29, 2021

Inference PrivacyAug 29, 2021

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: those who have been hacked, and…