PrivOn
Keep your organization’s data private

Secure access to powerful global AI,without exposing confidential business data

Sensitive information is anonymized inside your organization before it is sent to a language model.

Why privacy matters

Greater speed. Greater responsibility for data.

AI accelerates work, but it can also put confidential data at risk.

September 2026 · PixelLeak

Internal screenshots published publicly

Glow reported that AI coding agents publicly exposed over 13,000 internal images from more than 300 organizations on GitHub. The images included customer records and unreleased product features.

Glow report
September 2026 · ChatGPT

Hidden data transfer between accounts

Check Point researchers demonstrated how a hidden instruction in a shared conversation could send connected Gmail data to an attacker’s account. The affected infrastructure was subsequently decommissioned.

Check Point report
September 2025 · Radware

Zero-click data leakage risk with ShadowLeak

Radware researchers demonstrated how hidden email instructions could make ChatGPT disclose sensitive data while summarizing an inbox, with Gmail and web browsing enabled.

Radware report
November 2025 · Mixpanel

Data exposure through a service provider

A breach at Mixpanel, OpenAI’s analytics provider, exposed identifying and analytics data associated with some users. Chat content and API keys were unaffected.

OpenAI report
The PrivOn approach

Global AI.
Privacy within your organization.

PrivOn provides access to powerful language models while protecting confidential organizational information. The software runs on your own infrastructure and anonymizes sensitive data before sending it to a model.

Sample input

Summarize this: Northstar Foods reported accumulated losses and declared zero earnings per share. Alex Morgan was elected chair of the board.

PrivOnInside your organization
Anonymized text

Summarize this: company-01 reported accumulated losses and declared earnings per share of amount-01. person-01 was elected chair of the board.

ChatGPTLanguage model
The model’s response returns to PrivOn
Response with original details restored

Northstar Foods declared zero earnings per share and elected Alex Morgan as chair of the board.

Original details are restored inside your organization before the final response is shown to the user.
Platform capabilities

Product features

Identity, access management and admin panel

Real-time chat and anonymization

Team and team-lead management

Conversation and history search

Document-based conversations

Anonymization of sensitive information in code

Anonymization of people and organization names

Anonymization of sensitive visual elements in images

Anonymization of numbers and percentages

Anonymization examples

Preserve meaning. Anonymize sensitive details.

People and organization names

Sample input

On 24 October 2025, Northstar Foods held an extraordinary ordinary general meeting attended by a majority of shareholders. The financial statements for the year ending 31 December 2024 were reviewed and approved. New board members were also elected: Alex Morgan as chair, Jordan Lee as vice-chair, and Taylor Reed and Casey Brooks as board members.

Anonymized output

company-01 held an extraordinary ordinary general meeting on 24 October 2025, attended by a majority of shareholders. The financial statements for the year ending 31 December 2024 were reviewed and approved. New board members were also elected: person-01 as chair, person-02 as vice-chair, and person-03 and person-04 as board members.

Numbers, percentages and financial information

Sample input

Alex Morgan, CEO of Northstar Exchange, announced put and call option rates of 18.5 and 19 percent, and a daily-accrued annual market-maker return of 17.5 percent.

The securities have a two-year maturity. The base price per contract is 9 million and 446,220 dollars, with total financing of 20 billion dollars.

Anonymized output

person-01, CEO of company-01, announced put and call option rates of amount-01 and percent-01, and a daily-accrued annual market-maker return of percent-02.

The securities have a two-year maturity. The base price per contract is amount-02 and amount-03, with total financing of amount-04.

The team behind PrivOn

Experience across industries

Our team designs and develops AI solutions across manufacturing, healthcare and natural language processing.

Our mission is to deliver innovative AI solutions that address real-world challenges and create lasting value for businesses and organizations.

13Registered patents
14Research papers

Projects delivered in the United States and Germany

International experience

Selected projects around the world

Select a country to explore its projects.

Meet the mind behind PrivOn

Saber Taghvaeeyan

Saber has worked across research and product development, from intelligent systems and sensing to data analysis. He was Head of Intelligent Systems at Organic Navigation, held intelligent systems and research roles at 3M, and earned a PhD in Mechanical Engineering from the University of Minnesota. He also completed an R&D internship at Intuitive Surgical.

View LinkedIn profile
Organic NavigationHead of Intelligent Systems
3MIntelligent systems and research
University of MinnesotaPhD, Mechanical Engineering