VEIL™ | PRIVACY-PRESERVING AI INFRASTRUCTURE

Secure AI Starts Before the Data Reaches the Model

VEIL™ | PRIVACY-PRESERVING AI INFRASTRUCTURE

Secure AI Starts Before the Data Reaches the Model

VEIL transforms sensitive enterprise information into irreversible, AI-ready representations before it reaches AI, enabling organizations to unlock its intelligence without exposing the original data.

VEIL transforms sensitive enterprise information into irreversible, AI-ready representations before it reaches AI, enabling organizations to unlock its intelligence without exposing the original data.

Diagram showing Sensitive Enterprise Data (Databases, Data Lakes, Enterprise Applications, File Systems) flowing left to right through a glowing VEIL gateway, which outputs to AI and Analytics (AI Models, Analytics, Enterprise Applications, AI Agents).
Diagram showing Sensitive Enterprise Data (Databases, Data Lakes, Enterprise Applications, File Systems) flowing left to right through a glowing VEIL gateway, which outputs to AI and Analytics (AI Models, Analytics, Enterprise Applications, AI Agents).
Diagram showing Sensitive Enterprise Data (Databases, Data Lakes, Enterprise Applications, File Systems) flowing left to right through a glowing VEIL gateway, which outputs to AI and Analytics (AI Models, Analytics, Enterprise Applications, AI Agents).

HOW VEIL PROTECTS YOUR DATA

Eliminate Data Exposure.
Unlock
Intelligence.

HOW VEIL PROTECTS YOUR DATA

Eliminate Data Exposure.
Unlock
Intelligence.

VEIL transforms sensitive enterprise information into irreversible, AI-ready representations before it reaches AI. The original information remains protected while AI retains the intelligence it needs to perform.

VEIL transforms sensitive enterprise information into irreversible, AI-ready representations before it reaches AI. The original information remains protected while AI retains the intelligence it needs to perform.

01

01

Original
Sensitive Data

Original Sensitive Data

Valuable. Sensitive.

Illustration of a secure data server connected to icons for Databases, Data Lakes, Applications, Files/Documents, and Third-Party Sources.

Stays Within Your
Trusted Environment

Stays Within Your
Trusted Environment

Sensitive enterprise information stays under your control and never enters AI in its original form.

01

Original Sensitive Data

Valuable. Sensitive.

Illustration of a secure data server connected to icons for Databases, Data Lakes, Applications, Files/Documents, and Third-Party Sources.

Stays Within Your
Trusted Environment

Sensitive enterprise information stays under your control and never enters AI in its original form.

02

VEIL
Transformation

VEIL Transformation

Protected representation

Illustration of data streams converging into the VEIL platform on a glowing chip base, transforming into a protected representation.

Converted Into an
Irreversible Form

VEIL transforms original information into a compact AI ready representation that preserves intelligence.

02

VEIL Transformation

Protected representation

Illustration of data streams converging into the VEIL platform on a glowing chip base, transforming into a protected representation.

Converted Into an
Irreversible Form

VEIL transforms original information into a compact AI ready representation that preserves intelligence.

03

AI-Ready Representation

AI Protection

AI interacts with data securely.

Illustration of a neural network connected to an AI chip, captioned: AI can interact with the protected representation while the underlying data remains private.

Intelligence Preserved.
Original Data Protected.

AI receives the representation it needs to perform without accessing the original sensitive information.

03

AI-Ready Representation

AI interacts with data securely.

Illustration of a neural network connected to an AI chip, captioned: AI can interact with the protected representation while the underlying data remains private.

Intelligence Preserved.
Original Data Protected.

AI receives the representation it needs to perform without accessing the original sensitive information.

04

AI Models & Applications

AI Models & Apps

Intelligence Without Exposure

Row of four icons representing AI Models, Analytics, Enterprise Applications, and AI Agents.

Operate Without
Original Data Exposure

Models and applications use the VEIL representation across training, inference and other AI workflows.

04

AI Models & Applications

Intelligence Without Exposure

Row of four icons representing AI Models, Analytics, Enterprise Applications, and AI Agents.

Operate Without
Original Data Exposure

Models and applications use the VEIL representation across training, inference and other AI workflows.

VEIL IN ACTION

See How VEIL Transforms Sensitive Data

See How VEIL Transforms
Sensitive Data

VEIL IN ACTION

See How VEIL Transforms Sensitive Data

VEIL transforms high-dimensional sensitive information into a compact, irreversible representation while preserving the intelligence AI needs.

VEIL transforms high-dimensional sensitive information into a compact, irreversible representation while preserving the intelligence AI needs.

01

01

Original Healthcare Data

512 Original Columns containing Highly Sensitive Data

Illustration of a digital patient profile for Sarah Chen, showing a brain MRI scan alongside a list of data types: MRI Scan, Clinical Notes, Diagnosis, Medications, Lab Results, and Financial Info.

512

Original Features

Individual fields containing sensitive patient information, such as diagnoses, lab results, and clinical measurements.

01

Original Healthcare Data

512 Original Columns containing Highly Sensitive Data

Illustration of a digital patient profile for Sarah Chen, showing a brain MRI scan alongside a list of data types: MRI Scan, Clinical Notes, Diagnosis, Medications, Lab Results, and Financial Info.

512

Original Features

Individual fields containing sensitive patient information, such as diagnoses, lab results, and clinical measurements.

02

VEIL Transformation

6 VEIL-Encoded Columns

Diagram of six labeled vectors (D1 through D6) radiating from a central point in 3D space, with values 0.412, -1.083, 0.774, 0.118, 0.931, and -0.546, representing VEIL's numerical encoding of the data.

98%

Dimensional Compression

512 Original Features → 6-VEIL Encodings

VEIL compresses sensitive fields into 6 irreversible, AI-ready numbers.

02

VEIL Transformation

6 VEIL-Encoded Columns

Diagram of six labeled vectors (D1 through D6) radiating from a central point in 3D space, with values 0.412, -1.083, 0.774, 0.118, 0.931, and -0.546, representing VEIL's numerical encoding of the data.

98%

Dimensional Compression

512 Original Features → 6-VEIL Encodings

VEIL compresses sensitive fields into 6 irreversible, AI-ready numbers.

03

AI-Ready Representation

With encoded information

Symmetrical illustration of a brain-like flower pattern made of glowing red and blue nodes, representing data encoded by VEIL, with no identifiable original information visible.

Disease Prediction

Clinical Insights

Risk Scoring

The representation retains the useful signal AI needs without exposing the original features or values.

03

AI-Ready Representation

With encoded information

Symmetrical illustration of a brain-like flower pattern made of glowing red and blue nodes, representing data encoded by VEIL, with no identifiable original information visible.

Disease Prediction

Clinical Insights

Risk Scoring

The representation retains the useful signal AI needs without exposing the original features or values.

Highly Sensitive and valuable enterprise data.

Highly Sensitive and valuable enterprise data.

Fully Anonymized

Quantum Resilient

Irreversible Design

Fully Anonymized

Quantum Resilient

Irreversible Design

AI never accesses the original data.

AI never accesses the original data.

What
VEIL Does

Sensitive Healthcare Data

Converts sensitive data into a compact, protected representation before it reaches any AI model.

Irreversible Representation + Quantum-Resilient Design

Retains the signals needed for AI to generate accurate and meaningful results.

Original Data Never Reaches AI

Sensitive data never leaves the trusted source environment where it belongs.

What VEIL Does

Sensitive Healthcare Data

Converts sensitive data into a compact, protected representation before it reaches any AI model.

Irreversible Representation + Quantum-Resilient Design

Retains the signals needed for AI to generate accurate and meaningful results.

Original Data Never Reaches AI

Sensitive data never leaves the trusted source environment where it belongs.

>95%
Loss of Data

The VEIL Encoding represents a substantial loss of data (>95%) for the AI pipeline to operate on—yet is able to deliver maximum utility downstream.

Supports privacy

Reduces attack surface

Preserves useful signal

>95%
Loss of Data

The VEIL Encoding represents a substantial loss of data (>95%) for the AI pipeline to operate on—yet is able to deliver maximum utility downstream.

Supports privacy

Reduces attack surface

Preserves useful signal

Real Data, Protected by VEIL

See VEIL in Action
on Real Data

Real Data, Protected by VEIL

See VEIL in Action
on Real Data

VEIL transforms sensitive enterprise data into protected AI-ready representations - unlocking intelligence while keeping the original data private.

VEIL transforms sensitive enterprise data into protected AI-ready representations - unlocking intelligence while keeping the original data private.

VEIL

512

Original

Features

6

Dimensional

Representation

>95%

Data

Compression

Zero

Data

Leaves Source

VEIL

512

Original Features

6

Dimensional Representation

>95%

Data Compression

Zero

Data Leaves Source

Predictive Utility Preserved

Preserve AI Performance

No Tradeoffs

VEIL is designed to preserve the predictive signal AI models need while protecting sensitive information.

Reduce the
Data Footprint

Reduce the Data Footprint

More with Less

VEIL dramatically reduces the dimensionality of sensitive data while preserving the intelligence required for AI.

Scale
AI Efficiently

Scale AI Efficiently

Built for Enterprise

Deploy across cloud, hybrid and on-premise environments while keeping original sensitive information protected.

Built for
Trusted AI

Designed to Support

Privacy by Design

Designed for environments where privacy, security and control are critical to enterprise AI adoption.

Predictive Utility Preserved

No Tradeoffs

VEIL is designed to preserve the predictive signal AI models need while protecting sensitive information.

Reduce the Data Footprint

More with Less

VEIL dramatically reduces the dimensionality of sensitive data while preserving the intelligence required for AI.

Scale AI Efficiently

Built for Enterprise

Deploy across cloud, hybrid and on-premise environments while keeping original sensitive information protected.

Built for Trusted AI

Privacy by Design

Designed for environments where privacy, security and control are critical to enterprise AI adoption.

""

The Research Behind VEIL

The Research Behind VEIL

Informationally Compressive Anonymization

Informationally Compressive Anonymization

Non-Decrypting Sensitive Input Protection for Privacy-Preserving Supervised Machine Learning

Non-Decrypting Sensitive Input Protection for Privacy-Preserving Supervised Machine Learning

Patent Pending · Proprietary Technology

Patent Pending · Proprietary Technology

The technical research details the methodology behind VEIL, including its theoretical foundations, architecture and evaluation across multiple datasets, with testing focused on reconstruction resistance, attribute inference and predictive utility.

Published By:

Jeremy J. Samuelson

Published Date:

May 2026

The technical research details the methodology behind VEIL, including its theoretical foundations, architecture and evaluation across multiple datasets, with testing focused on reconstruction resistance, attribute inference and predictive utility.

Published By:

Jeremy J. Samuelson

Published Date:

May 2026

Enterprise Deployment

Designed to Operate
Where Your Data Lives

Enterprise Deployment

Designed to Operate
Where Your Data Lives

VEIL integrates into your environment as a self-contained privacy-preserving trust boundary so sensitive data stays in place and only protected representations are used by AI systems.

VEIL integrates into your environment as a self-contained privacy-preserving trust boundary so sensitive data stays in place and only protected representations are used by AI systems.

Your Source Environment

Your Source Environment

Data Stays Here

Data Stays Here

Database

Databases

Databases

Data Lakes

Data Lakes

Data Lakes

Apps

Applications

Applications

Documents

Files/Documents

Files/Documents

Your Source Environment

Data Stays Here

Database

Databases

Data Lakes

Data Lakes

Apps

Applications

Documents

Files/Documents

Original data never leaves the trusted environment.

Implemented as a DB-Proxy

Secure Database

Transforms sensitive data into irreversible AI ready representations.

Implemented as a DB-Proxy

Secure Database

Transforms sensitive data into irreversible AI ready representations.

Only VEIL representationcross the boundary

Your AI Environment

Your AI Environment

AI Sees Representations

AI Sees Representations

AI

AI/ML Models

AI/ML Models

Growth

Predictive Analytics

Predictive Analytics

Speed

Enterprise Applications

Enterprise Applications

AI Agents

LLM Fine Tuning

LLM Fine Tuning

Your AI Environment

AI Sees Representations

AI

AI/ML Models

Growth

Predictive Analytics

Speed

Enterprise Applications

AI Agents

LLM Fine Tuning

Secure Lock
Secure Lock
Secure Lock
Secure Lock

Public Cloud

Hybrid

On-Premise

Built to Integrate

REAL-WORLD IMPACT

Built for the AI
Use Cases That Matter

REAL-WORLD IMPACT

Built for the AI
Use Cases That Matter

VEIL enables organizations to apply AI across sensitive and proprietary information that would otherwise introduce privacy, security or governance challenges.

VEIL enables organizations to apply AI across sensitive and proprietary information that would otherwise introduce privacy, security or governance challenges.

Healthcare
Healthcare

Healthcare &
Life Sciences

Clinical AI diagnostics

Predictive modeling

Genomics & research

Personalized medicine

Financial
Financial

Financial
Services

Fraud detection

Risk modeling

Customer analytics

AML & compliance

Government
Government

Government &
Public Sector

Citizen services

Fraud intelligence

Policy & operations

Secure data sharing

Retail
Retail

Retail &
E-Commerce

Customer insights

Demand forecasting

Personalization

Loss prevention

Insurance
Insurance

Insurance

Risk underwriting

Claims automation

CX analytics

Fraud detection

Infrastructure
Infrastructure

Critical
Infrastructure

Critical
Infrastructure

Grid & asset monitoring

Predictive maintenance

Threat detection

Operational resilience

Healthcare

Healthcare &
Life Sciences

Clinical AI diagnostics

Predictive modeling

Genomics & research

Personalized medicine

Financial

Financial
Services

Fraud detection

Risk modeling

Customer analytics

AML & compliance

Government

Government &
Public Sector

Citizen services

Fraud intelligence

Policy & operations

Secure data sharing

Retail

Retail &
E-Commerce

Customer insights

Demand forecasting

Personalization

Loss prevention

Insurance

Insurance

Risk underwriting

Claims automation

CX analytics

Fraud detection

Infrastructure

Critical
Infrastructure

Grid & asset monitoring

Predictive maintenance

Threat detection

Operational resilience

Secure Document

Your Data Doesn't Move.
The Intelligence Does.

VEIL keeps sensitive data exactly where it belongs—unlocking new AI use cases, driving innovation and delivering new business value without compromise.

Secure Document

Your Data Doesn't Move.
The Intelligence Does.

VEIL keeps sensitive data exactly where it belongs—unlocking new AI use cases, driving innovation and delivering new business value without compromise.

Evidence & Validation

Built on Research.
Tested in the Real World.

Evidence & Validation

Built on Research.
Tested in the Real World.

EIL is built on Informationally Compressive Anonymization (ICA), with research evaluating predictive utility, reconstruction resistance and attribute inference across multiple datasets.

EIL is built on Informationally Compressive Anonymization (ICA), with research evaluating predictive utility, reconstruction resistance and attribute inference across multiple datasets.

01

01

Independent Security
Assessment

Independent Assessment

VEIL underwent an independent security assessment by Forward Security, providing third-party validation of its security architecture.

FWDSEC Logo

INDEPENDENT SECURITY

01

Independent Security
Assessment

Independent Assessment

VEIL underwent an independent security assessment by Forward Security, providing third-party validation of its security architecture.

FWDSEC Logo

INDEPENDENT SECURITY

02

Public Adversarial
Testing

Public Testing

An open Kaggle challenge tested whether VEIL representations could be reverse-engineered. The grand prize went unclaimed.

Kaggle Logo

CHALLENGES

PIERCE THE VEIL

02

Public Adversarial
Testing

Public Testing

An open Kaggle challenge tested whether VEIL representations could be reverse-engineered. The grand prize went unclaimed.

Kaggle Logo

CHALLENGES

PIERCE THE VEIL

03

Published Technical
Research

Research Paper

CI and the VEIL architecture are documented in peer-reviewed technical research covering the underlying privacy and protection mechanisms.

White paper

TECHNICAL

WHITE PAPER

03

Published Technical
Research

Research Paper

CI and the VEIL architecture are documented in peer-reviewed technical research covering the underlying privacy and protection mechanisms.

White paper

TECHNICAL

WHITE PAPER

""

Research

Independent Assessment

Adversarial Testing

ENGINEERED FOR PRIVACY. PROVEN THROUGH TRANSPARENCY.

THE IQT PLATFORM

VEIL Protects the Data.
MASQ Extends Trust to AI Agents.

VEIL Protects the Data.
MASQ Extends Trust to AI Agents.

As AI systems become more autonomous, enterprise trust must extend beyond protecting the information AI can access to governing the actions AI can take. IQT is building an infrastructure layer designed to address both.

VEIL

Protect What AI Can See

AVAILABLE TODAY

Data Base

VEIL transforms sensitive information into irreversible, AI-ready representations before it reaches AI, protecting the original data while preserving its utility.

IQT Trust Layer

Unified trust infrastructure for enterprise AI.

MASQ

Govern What AI Can Do

in development

Robot

MASQ is being developed as an infrastructure layer for governing autonomous AI agents, including their access to tools, systems and enterprise resources.

Fingerprint

Solution Briefing

Solution Briefing

Know which agent is acting.

Know which agent is acting.

Lock

Authorization

Authorization

Control what each agent is allowed to access.

Control what each agent is allowed to access.

Secure

Policy Enforcement

Policy Enforcement

Apply enterprise rules automatically.

Apply enterprise rules automatically.

Document

Audit & Governance

Audit & Governance

Maintain visibility across agent activity & usage.

Maintain visibility across agent activity & usage.

""

From Data to Action. A Unified Trust Layer for Enterprise AI.

IQT is building infrastructure for trusted enterprise AI.

Ready for the next era of AI?

The Future of Enterprise AI Will Be Built on Trust

The Future of Enterprise AI
Will Be Built on Trust

Ready for the next era of AI?

The Future of Enterprise AI
Will Be Built on Trust

Organizations shouldn't have to choose between protecting their most valuable information and unlocking the power of AI.

Organizations shouldn't have to choose between protecting their most valuable information and unlocking the power of AI.

For Enterprises

Deploy VEIL

Put sensitive enterprise data to work with AI while keeping the original information protected at the source.

For Enterprises

Deploy VEIL

Put sensitive enterprise data to work with AI while keeping the original information protected at the source.

For Partners

Bring VEIL to Your Customers

Add privacy-preserving AI infrastructure to your enterprise technology, consulting or security offering.

For Partners

Bring VEIL to Your Customers

Add privacy-preserving AI infrastructure to your enterprise technology, consulting or security offering.

Building Infrastructure Enterprise AI Will Depend On

As enterprises adopt AI across increasingly sensitive and business-critical workflows, trust can no longer be added as an afterthought. Integrated Quantum is building the infrastructure needed to protect data, govern autonomous agents.

IQT Logo

© 2026 Integrated Quantum Technologies Inc. All Rights Reserved.

Building Infrastructure Enterprise AI Will Depend On

As enterprises adopt AI across increasingly sensitive and business-critical workflows, trust can no longer be added as an afterthought. Integrated Quantum is building the infrastructure needed to protect data, govern autonomous agents.

IQT Logo

© 2026 Integrated Quantum Technologies Inc. All Rights Reserved.

Building Infrastructure Enterprise AI Will Depend On

As enterprises adopt AI across increasingly sensitive and business-critical workflows, trust can no longer be added as an afterthought. Integrated Quantum is building the infrastructure needed to protect data, govern autonomous agents.

IQT Logo

© 2026 Integrated Quantum Technologies Inc. All Rights Reserved.