Refresh

This website www.enveil.com/secureai/ is currently offline. Cloudflare's Always Online™ shows a snapshot of this web page from the Internet Archive's Wayback Machine. To check for the live version, click Refresh.

Privacy Enhancing Technologies
Secure AI
Products

Resources

News & Thought Leadership

Check out the latest news, insights, and updates.

Videos & Podcasts

See and hear more about our capabilities and tech.

Frequently Asked Questions

Uncover answers + common myths and misconceptions.

The Data Triad

Discover why protecting Data in Use is critical.

Company

About Us

Learn our story and meet our team.

Our Partners

Explore our collaborations to advance secure data usage.

Careers

We're hiring!
Consider our active openings — Join our team!

Use Cases

We're hiring!
Unlock untapped opportunities across verticals.

Verticals

Public Sector

Mission-enabling, transformative data usage for federal users.

Financial Services

Secure and private data sharing across silos and jurisdictions.

Healthcare

Securely use and collaboration with sensitive, health-related assets.

Secure AI

Enhance decision making, protect privacy, and combat ML/AI risks.
Enveil By The Numbers
Featued Content:
Enveil By The Numbers
Highlights from Enveil's journey as an innovative PETs-powered COTS software provider
Get in Touch

Enabling Secure AI

Privacy Enhancing Technologies (PETs) are here and ready to enable Secure AI capabilities to enhance decision making, protect privacy, and combat broader legal, societal, and national security risks.
Secure AI Milestones Infographic

PETs-Powered Secure AI

Encrypted
Evaluation/Inference

Encrypted Model Training/
Federated Learning

Encrypted
Model Validation

PETs-Powered Secure AI

Encrypted 
Evaluation/Inference
a blue and black brain with lines and dots
Encrypted Model Training/ Federated Learning
a green tick in a flower shape
Encrypted 
Model Validation
We are firmly in the AI era. Driven by data, the impact these technologies have on our lives, businesses, and society at large will only continue to grow. It’s up to us to harness this potential in a responsible way that does not sacrifice our values — Privacy Enhancing Technologies can answer the challenge today. A family of technologies uniquely equipped to enable, enhance, and preserve the privacy of data throughout its lifecycle, PETs secure the usage of data and allow users to capitalize on the power of AI while mitigating risks and prioritizing protection.
Enveil’s ZeroReveal Machine Learning solutions extend the boundary of trusted compute by delivering Secure AI across boundaries and silos of disparate, decentralized datasets. ZeroReveal ML delivers Privacy Preserving Machine Learning (PPML) and encrypted federated learning to enable advanced decisioning in a secure and private capacity.
a close up of a planet

Why it matters?

To deliver the best outcomes, AI/ML capabilities need to be trained, enriched, and leveraged over a broad, diverse range of data sources.
When an ML model is trained on new and disparate datasets, it becomes smarter over time, resulting in increasingly accurate and valuable insights that were previously inaccessible. However, these models encode the data over which they were trained. When the data sources contain sensitive information, using these models raises significant concerns because adversarial ML attacks can glean sensitive information. This makes any vulnerability relating to the model a liability while it's being leveraged or trained.

The AI functionality that promised to deliver business-enhancing, actionable insights now substantially increases the organization’s risk profile.
Enveil PETs secure the usage of data and allow users to capitalize on the power of AI while mitigating risks and prioritizing protection
As the Artificial Intelligence market continues to expand exponentially on a global scale, it is critical that leaders support efforts to drive the safe, responsible, and trustworthy use of these technologies. Now is the time to demonstrate AI leadership by bolstering frameworks and funding tools and technologies that prioritize privacy and security while encouraging adoption.
Enveil’s ZeroReveal Machine Learning solutions exemplify how PETs can be used to deliver Secure AI capabilities that enable mission and business outcomes. Organizations can securely enrich existing ML models by expanding the pool of available data sources for training and deployments options. Encrypted models can be leveraged across jurisdictional, third-party, and organizational boundaries, even when using highly sensitive or proprietary models, allowing organizations to securely and privately derive insights and improve outcomes.
The ability to securely train and evaluate ML models against data sources across silos and boundaries opens the door to a number of use cases where enhanced risk-based decision making drives positive outcomes for business and mission users.

Related Articles

December 12, 2024

TechInformed: Trustworthy Artificial Intelligence

In this article, Enveil CEO Ellison Anne Williams writes about how Privacy Enhancing Technologies and other global actions are shaping secure, responsible, and trustworthy AI adoption
Read story
October 30, 2024

Finextra: Protecting Data Privacy within an AI-powered Threat Landscape

In this article, Ellison Anne Williams discusses the key role Privacy Enhancing Technologies play in helping enable security and mitigate data privacy risks in an AI world
Read story
July 22, 2024

Enveil Wins Army Linchpin Contract to Deliver Secure AI

Company's solutions will be used to advance secure AI/ML capabilities for multi-domain operations
Read story
July 2, 2024

Federal Tech Podcast: How to Secure Artificial Intelligence

In this episode, Enveil CEO Ellison Anne Williams discusses the importance of enabling Secure AI in the Federal sector
Read story
1 2
See All Articles
To learn more about the expanded value unlocked by Enveil, please schedule a meeting.
Enveil Logo
Enveil is a pioneering Privacy Enhancing Technology company protecting Data in Use. Enveil’s business-enabling and privacy-preserving capabilities change the paradigm of how and where organizations can leverage data to unlock value. Defining the transformative category of Privacy Enhancing Technologies (PETs), Enveil’s award-winning ZeroReveal® solutions for secure data usage, collaboration, monetization, and Secure AI protect the content of the search, analytic, or model while it's being used or processed. Customers can extract insights, cross-match, search, analyze, and leverage AI across boundaries and silos at scale without exposing their interests and intent or compromising the security or ownership of the underlying data. A World Economic Forum Technology Pioneer and Gartner Cool Vendor, Enveil is deployed and operational today, revolutionizing data usage in the global marketplace.
Copyright © 2025 Enveil | Privacy Policy