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.



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.

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.

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

Converted Into an
Irreversible Form
VEIL transforms original information into a compact AI ready representation that preserves intelligence.
02
VEIL Transformation
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.

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.

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

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

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

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

512
Original Features
Individual fields containing sensitive patient information, such as diagnoses, lab results, and clinical measurements.
02
VEIL Transformation
6 VEIL-Encoded Columns

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

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

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

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.

512
Original
Features
6
Dimensional
Representation
>95%
Data
Compression
Zero
Data
Leaves Source

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

Databases
Databases

Data Lakes
Data Lakes

Applications
Applications

Files/Documents
Files/Documents
Your Source Environment
Data Stays Here

Databases

Data Lakes

Applications

Files/Documents
Original data never leaves the trusted environment.

Implemented as a DB-Proxy

Transforms sensitive data into irreversible AI ready representations.

Implemented as a DB-Proxy

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/ML Models
AI/ML Models

Predictive Analytics
Predictive Analytics

Enterprise Applications
Enterprise Applications

LLM Fine Tuning
LLM Fine Tuning
Your AI Environment
AI Sees Representations

AI/ML Models

Predictive Analytics

Enterprise Applications

LLM Fine Tuning




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 &
Life Sciences
Clinical AI diagnostics
Predictive modeling
Genomics & research
Personalized medicine


Financial
Services
Fraud detection
Risk modeling
Customer analytics
AML & compliance


Government &
Public Sector
Citizen services
Fraud intelligence
Policy & operations
Secure data sharing


Retail &
E-Commerce
Customer insights
Demand forecasting
Personalization
Loss prevention


Insurance
Risk underwriting
Claims automation
CX analytics
Fraud detection


Critical
Infrastructure
Critical
Infrastructure
Grid & asset monitoring
Predictive maintenance
Threat detection
Operational resilience

Healthcare &
Life Sciences
Clinical AI diagnostics
Predictive modeling
Genomics & research
Personalized medicine

Financial
Services
Fraud detection
Risk modeling
Customer analytics
AML & compliance

Government &
Public Sector
Citizen services
Fraud intelligence
Policy & operations
Secure data sharing

Retail &
E-Commerce
Customer insights
Demand forecasting
Personalization
Loss prevention

Insurance
Risk underwriting
Claims automation
CX analytics
Fraud detection

Critical
Infrastructure
Grid & asset monitoring
Predictive maintenance
Threat detection
Operational resilience

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.

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

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

INDEPENDENT SECURITY
01
Independent Security
Assessment

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

INDEPENDENT SECURITY
02
Public Adversarial
Testing

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

CHALLENGES
PIERCE THE VEIL
02
Public Adversarial
Testing

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

CHALLENGES
PIERCE THE VEIL
03
Published Technical
Research

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

TECHNICAL
WHITE PAPER
03
Published Technical
Research

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

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.

Protect What AI Can See
AVAILABLE TODAY

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

Unified trust infrastructure for enterprise AI.

Govern What AI Can Do
in development

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

Solution Briefing
Solution Briefing
Know which agent is acting.
Know which agent is acting.

Authorization
Authorization
Control what each agent is allowed to access.
Control what each agent is allowed to access.

Policy Enforcement
Policy Enforcement
Apply enterprise rules automatically.
Apply enterprise rules automatically.

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.
© 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.
© 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.
© 2026 Integrated Quantum Technologies Inc. All Rights Reserved.
