Enveil Recognized in Gartner’s 2025 Market Guide for AI Trust, Risk, and Security Management

Enveil Recognized in Gartner's 2025 Market Guide for AI Trust, Risk, and Security Management

Enveil, a leader in Privacy Enhancing Technologies (PETs) focused on protecting data while in use, has been named in Gartner’s 2025 "Market Guide for AI Trust, Risk and Security Management" (TRiSM). This inclusion highlights Enveil’s expertise in homomorphic encryption and its significant role in securing AI workflows.

Privacy Enhancing Technologies in AI Security

Gartner’s report underscores the importance of PETs in managing AI trust and risk. These technologies safeguard data during critical processes such as model training, fine tuning, inference on obfuscated data, and federated model execution. PETs enable organizations to collaborate and exchange information securely, even across entities reluctant to share raw data.

Enveil’s solutions specifically address these challenges by enabling encrypted federated learning and secure access to diverse, decentralized datasets. This approach supports enterprises operationalizing AI projects while maintaining strict privacy and security standards.

Strengthening AI Initiatives with Enveil

Ellison Anne Williams, Founder and CEO of Enveil, emphasizes the necessity of prioritizing security and privacy in AI workflows. Enveil’s technologies ensure that sensitive data remains protected throughout AI and machine learning processes, enabling organizations to safely use data across silos and boundaries.

Enveil’s ZeroReveal® Machine Learning solutions facilitate encrypted training and evaluation, allowing companies to leverage a wider range of data sources privately. The technology is already in use for Project Linchpin, a U.S. Army initiative aimed at building a trusted AI/ML operations pipeline.

How ZeroReveal® Changes Data Usage

At its core, Enveil’s ZeroReveal® software ensures that neither the raw data nor the results of searches, analytics, or machine learning models are ever exposed. This approach enables organizations to extract insights and collaborate securely without compromising data ownership or intent.

Deployed at scale, Enveil’s solutions demonstrate how PETs can advance AI security and operational efficiency in real-world environments.

About Enveil

Enveil focuses on protecting data in use through Privacy Enhancing Technologies, allowing organizations to analyze, collaborate, and monetize data securely. Their ZeroReveal® platform leverages homomorphic encryption and secure multiparty computation, core components of PETs, to keep data content confidential during processing.

As a recognized innovator and a World Economic Forum Technology Pioneer, Enveil provides practical solutions that enable secure AI applications across industries.

For executives and strategy leaders seeking to integrate AI responsibly and securely, understanding and implementing PETs like those from Enveil is becoming essential. To explore AI courses relevant to secure and ethical AI deployment, visit Complete AI Training.