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Enveil By The Numbers
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Enveil By The Numbers
Highlights from Enveil's journey as an innovative PETs-powered COTS software provider
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May 8, 2025

SecurityInformed: Enveil Advances AI Security With ZeroReveal Solutions

Enveil’s abilities support enterprise AI/ML efforts by enabling encrypted federated learning and the secure usage of disparate, decentralized datasets

Enveil, the pioneering Privacy Enhancing Technology company protecting Data in Use, announced it has been named in the 2025 Gartner “Market Guide for AI Trust, Risk and Security Management.”

The Guide identifies Enveil as a provider of Privacy Enhancing Technologies, specifically mentioning the company’s use of homomorphic encryption.

Demand for AI TRiSM solutions

Included in the report’s Information Governance section, the reference acknowledges the relevance of Privacy Enhancing Technologies in the context of AI Trust, Risk and Security Management (TRiSM):

Privacy-enhancing technologies (PET) are a collection of tools that help protect data in use, such as during model training, fine tuning, inference on obfuscated data, or federated model execution across entities that might not want to share data while information exchange remains a deliberate purpose. PETs can be applied in several layers of the AI TRiSM stack.”

Leveraging the power of Privacy Enhancing Technologies (PETs), Enveil’s capabilities strengthen enterprise AI/ML efforts by enabling encrypted federated learning and the secure usage of disparate, decentralized datasets for machine learning applications. As the Market Guide recognizes, demand for AI TRiSM solutions is increasing as AI projects are operationalized.

Broader AI TRiSM market

While AI capabilities are increasingly critical for many organizations, it is essential that data and analytic pioneers prioritize security and privacy when implementing these workflows,” said Ellison Anne Williams, Founder and CEO of Enveil.

We are proud our solutions serve to address this need by validating the impact Privacy Enhancing Technologies can have in advancing efforts in the broader AI TRiSM market, especially for enabling the secure use of cross-silo and cross-boundary data assets.”

Read the full article here.

To learn more about the expanded value unlocked by Enveil, please schedule a meeting.
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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.
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