New capability enables organizations to securely train machine learning models via Trusted Execution Environments
WASHINGTON, Oct. 1, 2024 /PRNewswire/ — Enveil, the pioneering Privacy Enhancing Technology company protecting Data in Use, today announced the expansion of the core technologies supported by its ZeroReveal® Machine Learning product, an enhancement that will further broaden and diversify the range of customer-driven use cases the solution can address. By allowing customers to leverage Trusted Execution Environments (TEEs) for secure and private model training and evaluation — in addition to existing homomorphic encryption and secure multiparty compute-based offerings — Enveil expands its Secure AI capabilities and solidifies the company’s position as the leading provider of enterprise-ready solutions powered by Privacy Enhancing Technologies.
The new TEE-powered capability extends the boundary of trusted compute by enabling encrypted federated learning and the secure usage of disparate, decentralized datasets. Organizations can use TEEs, also known as Confidential Computing, to securely train and leverage AI/ML models while ensuring the model development process, the model itself, and the interests of all parties involved remain protected.
New capability enables organizations to securely train machine learning models via Trusted Execution EnvironmentsPost this
“The Secure AI landscape is constantly evolving — now more than ever, there is no such thing as a ‘one-size-fits-all’ solution,” said Dr. Ellison Anne Williams, Founder and CEO of Enveil. “We are proud to provide our customers with a range of Privacy Enhancing Technology-powered solutions that address their data-centric AI security challenges, and can adapt within a quickly evolving marketplace. This TEE-enabled expansion is further affirmation of that foundational philosophy.”
As a transformative family of technologies that protect data while it’s being used or processed (Data in Use), Privacy Enhancing Technologies (PETs) uniquely enable users to securely and privately unlock value from data. The core pillars of the PETs category — homomorphic encryption, secure multiparty computation, and trusted execution environments — each have different strengths, which is why Enveil’s core focus is on enabling Secure AI in a manner that successfully addresses customer pain points using the most effective combination of PETs.
“In a new category such as Privacy Enhancing Technologies, there is a tendency to pit technologies against each other, but choosing the right underlying technology depends entirely on the use case requirements, infrastructure, and the desired level and type of protection,” said Dr. Ryan Carr, CTO and VP of Engineering at Enveil. “Organizations looking to utilize PETs should identify their unique requirements to determine the best fit — we are proud our solution suite can deliver a full range of business-enabling options.”
TEEs are hardware-based, secure enclaves that provide data users with a trusted environment where data can be securely processed, protecting the usage of data. In addition to the new TEE offering, users can opt to leverage the homomorphic encryption (HE) and secure multiparty computation (SMPC) capabilities of Enveil’s ZeroReveal ML software solution.
A market leader in PETs capabilities, Enveil is proud to be recognized in the homomorphic encryption section of nine 2024 Gartner® Hype Cycle™ reports: Privacy; Digital Sovereignty; Financial Crime; Defense; Data Security; Banking Data, Analytics and AI; Digital Banking Transformation; Public Safety and Law Enforcement; and Emerging Technologies.*
At its core, Enveil’s award-winning ZeroReveal® solutions change the paradigm of how and where organizations can leverage data to unlock value by ensuring the content of the search, analytic, or machine learning model — and its corresponding results — are never exposed. Users can securely and privately leverage data across silos and organizational, jurisdictional, and security boundaries in ways that were not previously possible. ZeroReveal is deployed and operational at scale today, validating the mission and business-enabling value of PETs.
*Gartner, Hype Cycle for Emerging Technologies, 2024, 8 August 2024
*Gartner, Hype Cycle for Financial Crime, 2024, 31 July 2024
*Gartner, Hype Cycle for Public Safety and Law Enforcement, 2024, 30 July 2024
*Gartner, Hype Cycle for Banking Data, Analytics and AI, 2024, 30 July 2024
*Gartner, Hype Cycle for Defense, 2024, 29 July 2024
*Gartner, Hype Cycle for Data Security, 2024, 29 July 2024
*Gartner, Hype Cycle for Privacy, 2024, 29 July 2024
*Gartner, Hype Cycle for Digital Banking Transformation, 2024, 16 July 2024
*Gartner, Hype Cycle for Digital Sovereignty, 2024, 10 July 2024
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Gartner does not endorse any vendor, product or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner’s research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.
About Enveil
Enveil is a pioneering Privacy Enhancing Technology company protecting Data in Use and changing 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. Using these business-enabling and privacy-preserving capabilities, customers can extract insights, cross-match, search, analyze, and utilize 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. Learn more at www.enveil.com.
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