Enveil

Enveil

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Enveil's ZeroReveal® platform uses homomorphic encryption to protect Data in Use, enabling encrypted analytics, searches, and AI across silos without exposing sensitive assets.

About

Enveil fundamentally changes how organizations leverage data by protecting it while it is actively being used. At the heart of its offering is ZeroReveal®, a suite of capabilities built on homomorphic encryption (HE)—a cryptographic technique that allows computations to occur directly in the encrypted domain, so data is never decrypted during processing. With ZeroReveal 6.0, enterprises can perform encrypted searches, watchlisting, analytics, and machine learning across organizational silos and jurisdictional boundaries without moving, replicating, or exposing sensitive data. This unlocks value from previously inaccessible distributed data sources while maintaining the highest standards of privacy and regulatory compliance. Key verticals served include Financial Services (cross-jurisdiction fraud detection and risk intelligence), Healthcare & Insurance (leveraging regulated datasets without overhauling workflows), Government & Regulatory (mission-enabling analytics without compromising sensitive indicators), and Secure AI (privacy-preserving machine learning and model inference). Enveil's solutions are globally certified and available as commercial off-the-shelf (COTS) software. Recognized as a WEF Technology Pioneer, a Gartner Cool Vendor in Data Security, and winner of the FCA Global TechSprint, Enveil is purpose-built for enterprises and agencies that must collaborate across data boundaries without sacrificing security or compliance. It is ideal for data scientists, security architects, and enterprise IT leaders operating in high-stakes regulated industries.

Key Features

  • ZeroReveal® Encrypted Analytics: Perform searches, analytics, and machine learning on data that remains fully encrypted throughout the computation process using homomorphic encryption.
  • Cross-Silo Data Collaboration: Enable secure data sharing and joint analysis across organizational silos, jurisdictions, and third-party datasets without moving or replicating sensitive assets.
  • Secure AI & ML Inference: Run privacy-preserving machine learning models and AI workloads without exposing training data, model weights, or query inputs.
  • Encrypted Watchlisting & Search: Allow government and financial operators to run watchlist checks and indicator searches against sensitive databases without revealing the indicators themselves.
  • Globally Certified COTS Software: Deploy as commercially available, certified off-the-shelf software with proven interoperability across enterprise and government environments.

Use Cases

  • Financial institutions collaborating across jurisdictions to detect fraud and money laundering without sharing raw customer data.
  • Healthcare organizations analyzing third-party or commercial datasets containing protected health information (PHI) without incurring regulatory liability.
  • Government intelligence analysts running encrypted watchlist checks against sensitive databases without exposing the indicators or mission objectives.
  • Enterprises deploying AI/ML models on sensitive or regulated data while preserving privacy and meeting compliance requirements.
  • Multi-party data marketplaces enabling organizations to monetize or access data assets without exposing proprietary or personal information to counterparties.

Pros

  • True Data-in-Use Protection: Unlike traditional encryption that only covers data at rest or in transit, Enveil protects data while it is actively being computed on—a rare and critical capability.
  • No Infrastructure Overhaul Required: ZeroReveal integrates with existing workflows and data infrastructure, reducing deployment friction for enterprises and agencies.
  • Recognized Industry Leader: Backed by strong third-party validation including WEF Technology Pioneer status, Gartner Cool Vendor recognition, and FCA TechSprint win.
  • Broad Vertical Coverage: Purpose-built use cases and compliance support for financial services, healthcare, government, and AI sectors streamline enterprise adoption.

Cons

  • Enterprise-Only Pricing: Enveil targets large enterprises and government agencies with no self-serve or SMB pricing tier, making it inaccessible for smaller organizations.
  • Technical Complexity: Homomorphic encryption and PET concepts have a steep learning curve; adoption typically requires specialized expertise in cryptography and data security.
  • Limited Public Documentation: Detailed product specs, API docs, and pricing are not publicly available, requiring direct sales engagement to evaluate the platform.

Frequently Asked Questions

What is Privacy Enhancing Technology (PET)?

PET refers to a category of technologies that enable data to be used, analyzed, or shared while minimizing exposure of sensitive or personal information. Homomorphic encryption, secure multi-party computation, and differential privacy are common PET techniques.

How does homomorphic encryption work in Enveil's platform?

Homomorphic encryption allows mathematical operations to be performed directly on encrypted data (ciphertext) without decrypting it first. The result, when decrypted, is identical to what you would get if the computation had been performed on the plaintext—meaning data is never exposed during processing.

What is ZeroReveal® and what can it do?

ZeroReveal® is Enveil's flagship product suite that enables encrypted search, analytics, watchlisting, and machine learning. It allows organizations to query and analyze data across silos and boundaries without revealing the underlying queries, data, or results to unauthorized parties.

Which industries does Enveil serve?

Enveil primarily serves financial services (fraud detection, risk intelligence), healthcare and insurance (use of regulated datasets), government and regulatory agencies (secure intelligence analytics), and organizations deploying AI/ML on sensitive data.

Is Enveil's software available off-the-shelf?

Yes. Enveil delivers its capabilities as globally certified Commercial Off-The-Shelf (COTS) software, meaning it can be procured and deployed without requiring custom development engagements.

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