PHI De-identification for Data Lakes

De-identify PHI In Data Lake Without Breaking Analytics Accuracy

Most PHI spans unstructured clinical notes and structured datasets. Protecto masks PHI across every data lake format—without compromising downstream analytics or AI model performance.

Trusted by Fortune 100s, healthcare, banks, and leading SaaS platforms
Automation Anywhere
Inovalon
Ivanti
Nokia
Bel Corp

Why Protecto Wins — Others Can’t

De-identify PHI without losing context—mask clinical notes, datasets, and analytics pipelines while keeping HIPAA compliance and data utility intact.

HIPAA Safe Harbor Compliant

Identifies and masks all 18 PHI types required by HIPAA Safe Harbor across structured and unstructured healthcare data.

Format-Preserving De-identification

Retains data type integrity for phone numbers, dates, and IDs—enabling reliable downstream analytics without noise.

Context-Aware PHI Masking

AI-driven models preserve clinical meaning while masking sensitive information, delivering highest accuracy for healthcare analytics.

"Traditional masking solutions destroyed our AI's accuracy. Protecto maintained AI answer quality while securing 50 million patient records."

Leading Healthcare Company

50M

patient records secured with zero PHI leaks

4 weeks

vs 6-9 months development time

$30-60M

annual revenue enabled through compliant analytics

Hidden PHI Risks in Healthcare Data Lakes

Most de-identification tools only handle structured databases. But PHI spreads across your entire healthcare data lake. Protecto de-identifies every location where PHI can leak:

  • Clinical documentation — admission notes, discharge summaries, and nursing documentation
  • Unstructured text files — patient education materials, procedure notes, and progress reports
  • Analytics datasets — research data, population health files, and ML training datasets
  • System logs — audit trails, application logs, and user activity records containing patient identifiers

Protecto De-identifies PHI in Healthcare Data Lakes

Identify, mask, and control PHI across every healthcare data format in real time

Advanced PHI Detection

AI models identify hundreds of PHI types including HIPAA Safe Harbor's 18 identifiers across clinical notes and structured data.

AI Accuracy Preserving Masking

Preserves clinical context and relationships while masking PHI, delivering highest Response Accuracy Retention Index (RARI).

Consistent Masking

Maintains data relationships by consistently masking the same PHI entities across all healthcare data sources and formats.

Pseudonymization & Anonymization

Reversible pseudonymization for research or irreversible anonymization for maximum protection based on use case requirements.

High Volume Healthcare Processing

Asynchronous processing with built-in queuing handles massive clinical datasets efficiently with Kafka/Spark integrations.

Multi-Tenancy for Healthcare

Secure tenant separation for different hospitals, research projects, or patient populations with dedicated audit trails.

Get the complete technical breakdown of Protecto's AI-powered discovery, scanning capabilities, and enterprise deployment options.

How We Compare

See why leading healthcare organizations choose Protecto over alternatives

Feature
Protecto
Others
Risk Coverage
Full Context
Protects sensitive data in prompts, context, APIs, and outputs
Prompts Only
Context-Aware Detection
Advanced AI models to find Sensitive Data
Limited to simple text patterns
Accuracy-Preserving Masking
Context intact for LLMs
Breaks AI reasoning
Policy based unmasking
Asynchronous Masking
Flexible Deployment
Auto Scaling
High availability
Multi-tenancy support
See how Protecto outperforms AWS Comprehend, Microsoft Presidio, and others in healthcare PHI de-identification accuracy and compliance.

Why Fortune 500 Enterprises Trust Protecto

A Leading Healthcare Insurance Company
“We needed to de-identify 50 million records for our AI recommendation engine. Protecto was the only solution that preserved clinical accuracy while meeting HIPAA requirements.”

4 weeks

deployment vs 6-9 months estimated

Zero

PHI leaks across 50M records

$30-60M

annual revenue from AI project enabled

See how Protecto can de-identify PHI in your healthcare data lake while maintaining clinical data utility and HIPAA compliance.

Frequently Asked Questions

Does Protecto meet HIPAA Safe Harbor requirements?

Yes, Protecto identifies and masks all 18 PHI types required by HIPAA Safe Harbor, with independent verification of compliance across structured and unstructured healthcare data.
Protecto specializes in unstructured clinical documentation including admission notes, discharge summaries, nursing notes, and patient education materials with context-aware PHI detection.
Protecto’s accuracy-preserving masking maintains clinical relationships and context, enabling reliable population health analytics, research, and AI model training on de-identified data.
Pseudonymization creates reversible masked tokens for research requiring re-identification, while anonymization permanently removes PHI for maximum protection—Protecto supports both.
Protecto processes millions of clinical records efficiently through batch processing and queue management, with healthcare customers de-identifying 50M+ records in weeks, not months.

De-identify Healthcare PHI Before Breaches Cost You

Don't let PHI violations derail your healthcare analytics. Join leading healthcare organizations who trust Protecto to de-identify sensitive data while preserving clinical utility.

Download Privacy Vault Datasheet

This datasheet outlines features that safeguard your data and enable accurate, secure Gen AI applications.