Enveil - Experts & Thought Leaders

Enveil, the pioneering Privacy Enhancing Technology company protecting Data in Use, announced the release of ZeroReveal® Search 6.0, the latest iteration of its flagship, award-winning software.  Powered by Privacy Enhancing Technologies (PETs), the enhanced offering delivers accelerated scalability, improvements in cloud hardware configuration, and advanced server integrations to optimise performance for Edge deployments.  Fraud prevention to secure mission Enveil’s market-pioneering encrypted search capabilities enable secure and efficient data usage Enveil’s market-pioneering encrypted search capabilities enable secure and efficient data usage, analysis, alerting, and collaboration to deliver immediate benefits for use cases ranging from fraud prevention to secure mission planning. With ZeroReveal®, global organisations can utilise data sources across silos and organisational, jurisdictional, and security boundaries without increasing operational risk, exposing sensitive interests, or compromising data integrity. The next-gen software delivers transformative innovation with the maturity needed for seamless deployment in enterprise environments. Digital era by accelerating secure “To unlock business-enabling value, data-driven organisations need to efficiently utilise data where it is and as it is today without compromising privacy or security,” said Dr. Ellison Anne Williams, Founder and CEO of Enveil. “ZeroReveal® 6.0 is optimised to address the challenges inherent in the digital era by accelerating secure, cross-boundary data usage to meet the needs of our global customer base in a way that directly advances business and mission outcomes.”  Enveil’s COTS software solutions Enveil’s COTS software keys are the first scalable, enterprise-ready retail products to protect data Engineering trust through the utilisation of PETs, Enveil’s COTS software solutions are the first scalable, enterprise-ready commercial products to protect data when it’s most valuable – while it is being used or processed.  ZeroReveal® protects Data in Use and enables users to efficiently extract insights from untapped data sources to connect the dots, mitigate risk, and enhance security. Designed to integrate with existing systems and workflows, the two-party software is deployed and operational at scale now, validating the transformative impact of PETs for both commercial and public sector organisations. ZeroReveal® 6.0 highlights Powered by breakthroughs and efficiencies in the utilisation of homomorphic encryption (HE) and secure multiparty computation (SMPC), both pillars of the PETs category, ZeroReveal® shifts the paradigm of how and where organisations can harness data to unlock value. Notable features of this 6.0 release include: Market pioneering performance allows encrypted operations to be incorporated into existing workflows, delivering results at the speed of business and mission. Processing over a gigabyte of data per second per thread as part of an encrypted search, ZeroReveal® is proven to be enterprise-ready. On most commodity hardware, encrypted searches are limited by the system’s memory bandwidth, not by the overhead of homomorphic encryption — a significant milestone in the PETs market. Scalability improvements to further streamline integration with additional data sources, including assets in commercial, open source, and third-party environments.   Smaller form factor suitable for deployments on Edge and Internet of Things (IoT) devices. Expanded features designed to enhance compatibility with a broad-range of data types, including customised visualisations for time-series data and weather data. Continued user-friendly optimisations to accelerate value extraction in resource-constrained domains used for enabling encrypted searches and watchlisting in limited-bandwidth and DDIL environments. Customer-driven workflow enhancements, including a scheduled queries feature that allows encrypted operations to run at specific intervals and can work with any data source. PETs-powered solutions Enveil ZeroReveal® protects Data in Use by ensuring the content of the search, analytics, or ML model “Privacy Enhancing Technologies are ready for prime time — the performance and maturity of this ZeroReveal® 6.0 release proves that these technologies can be reliably and effectively utilised at scale as part of enterprise workflows,” said Dr. Ryan Carr, CTO and VP of Engineering at Enveil. “We are proud to continue pushing the boundaries of what is possible by building cutting-edge, PETs-powered solutions that deliver value for our customers.”   Enveil’s suite of products advances At its core, Enveil ZeroReveal® protects Data in Use by ensuring the content of the search, analytic, or machine learning model — and its corresponding results — are never exposed.  In addition to encrypted search, Enveil’s suite of products advances Secure AI by enabling the secure usage of disparate, decentralised datasets for machine learning applications.

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 Enveil’s abilities support enterprise AI/ML efforts by enabling encrypted federated learning 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, decentralised datasets for machine learning applications. As the Market Guide recognises, demand for AI TRiSM solutions is increasing as AI projects are operationalised. Broader AI TRiSM market “While AI capabilities are increasingly critical for many organisations, it is essential that data and analytic pioneers prioritise 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.” ZeroReveal® Machine Learning solutions Enveil’s ZeroReveal® Machine Learning solutions for Encrypted Training and Encrypted Evaluation Enveil’s ZeroReveal® Machine Learning solutions for Encrypted Training and Encrypted Evaluation allow organisations to privately and securely leverage a broader, richer collection of data sources through the utilisation of PETs. The company was selected to advance the security and operationalisation of machine learning in a multi-domain environment in support of Project Linchpin, a U.S. Army initiative focused on delivering a trusted AI/ML operations pipeline. ZeroReveal® software At its core, Enveil’s award-winning ZeroReveal® software changes the paradigm of how and where organisations can leverage data to unlock value by ensuring that the content of the search, analytic, or machine learning model — and its corresponding results — are never exposed. The capabilities are deployed and operational at scale now, validating the mission and business-enabling value of PETs.

Enveil, the pioneering Privacy Enhancing Technology company protecting Data in Use, and Figure Eight Federal (F8F), provider of the world’s most advanced geospatial search engine and global location data feed announced a partnership and product integration enabling customers to securely and privately unlock value across a vast collection of anonymised mobile location data. The collaboration will allow F8F’s HYDRA AI Analytics Studio to leverage Enveil’s encrypted search capabilities when querying F8F’s Global Location Data Feed, delivering secure, rapid global spatial insights at the speed of mission.  Enveil-F8F partnership Bringing together the value of comprehensive data holdings and the power of Privacy Enhancing Technologies (PETs), the Enveil-F8F partnership is designed to ensure federal organisations can broaden the breadth and scope of intelligence-rich data assets without compromising mission integrity. F8F’s HYDRA AI offering is the world’s most comprehensive, high-quality mobile location data source, spanning more than 200 countries and with over one billion active users monitoring over 500 billion discrete events around the world every month. Query-in-place capability Enveil’s mission-proven ZeroReveal® solutions encrypt searches, analytics, and machine-learning models Enveil’s mission-proven ZeroReveal® solutions encrypt searches, analytics, and machine learning models, allowing customers from secure networks to extract insights from expansive global data holdings while protecting their interests and intent. The secure ‘query-in-place’ capability mitigates the risk of leveraging third-party assets while expanding HYDRA AI’s utility for sensitive use cases. Situational awareness "This partnership with Enveil will greatly reduce the cost to agencies and enable analysts to gain unmatched situational awareness through our data without having to push petabits of data from the commercial data store to every client environment,” said Tim Klawa, F8F’s head of product. "The integration unlocks the ability of analysts to search data across security domains without revealing the details of what is being searched.” Making data-driven decisions The joint capabilities delivered by the Enveil-F8F partnership widen the aperture of global data holdings The global operating field requires global support built on a foundation of securely delivered, validated data and intelligence. The joint capabilities delivered by the Enveil-F8F partnership widen the aperture of global data holdings available for mission-sensitive use, giving customers the confidence needed to make data-driven, real-time decisions. Data security “Data is only as valuable as the insights that can be securely and privately extracted from it, especially when the stakes are at their highest,” said Steve Cameron, Chief of Customer Success at Enveil. “This is the reality that national security organisations operate under every day, and we are proud to partner with Figure Eight Federal to ensure its rich, global data holdings can be securely and efficiently leveraged at scale – without the need to lift and shift data.” Intelligence extraction and utilisation By bringing together two operationally proven solutions, the Enveil-F8F partnership will accelerate intelligence extraction and utilisation for a broad range of use cases including threat pattern analysis, movement trajectory, mission planning, and mobility demand modeling. By eliminating the need to lift and shift data to trusted networks, the joint offering also enables smaller, resource-constrained teams to securely leverage expanded data holdings to advance mission outcomes. Representatives from companies will be available to discuss the partnership at the 2024 DoDIIS Worldwide Conference taking place from October 28-30 in Omaha. Reach out to Enveil or F8F to schedule a meeting or visit Enveil in the Exhibit Hall [Booth 812].