Best Data De-Identification Tools - Page 6

How Many Data De-Identification Tools Products Does G2 Track?

Total Products under this Category: 113

Category Stats (Sep 2026)

  • Average Rating: 4.44/5 The average rating of products in this category, based on all submitted ratings

Last updated: September 01, 2026

How Does G2 Rank Data De-Identification Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 800+ Authentic Reviews
  • 113+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Data De-Identification Tools

G2 Grid® for Data De-Identification Tools plotting products by satisfaction and market presence

Highlighted products: IBM InfoSphere Optim Data Privacy, Tonic.ai, Tumult Analytics, Informatica Data & AI Governance, Privacy, brighter AI, VGS Platform, Limina, and Evervault.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-de-identification/grids.json?focus%5B%5D=ibm-infosphere-optim-data-privacy&focus%5B%5D=tonic-ai&focus%5B%5D=tumult-analytics&focus%5B%5D=informatica-data-ai-governance-privacy&focus%5B%5D=brighter-ai&focus%5B%5D=very-good-security-vgs-platform&focus%5B%5D=limina&focus%5B%5D=evervault-2022-11-22)

Integral

Integral is the privacy infrastructure layer for regulated data operations. Real-world data - health records, clinical notes, behavioral signals, financial transactions - carries the highest signal and the most regulatory weight. Most teams treat privacy as a checkpoint. We treat it as a system. We unify the full data lifecycle - ingestion, transformation, governance, and delivery - into a single, continuously compliant infrastructure. No rebuilding pipelines for every use case. No compliance handled separately from the data itself. We work with top 5 pharma, Fortune 200 companies, and leading AI labs and frontier model builders. Privacy isn't the constraint. It's the foundation.

Who Is the Company Behind Integral?

IRI DarkShield

IRI DarkShield: Data Masking and PII Discovery for Structured, Semi-Structured, and Unstructured Data IRI DarkShield is self-hosted data masking and sensitive-data discovery software that helps organizations find, classify, de-identify, redact, encrypt, pseudonymize, and audit Personally Identifiable Information (PII) and other sensitive data—even when that data is hidden in unstructured and semi-structured sources. Unlike traditional data masking tools designed primarily for database columns, IRI DarkShield is built to protect the “dark data” that can be difficult to discover and secure: free-form text, documents, PDFs, images, logs, JSON/XML, healthcare files, NoSQL databases, relational databases, and other data repositories across on-premises and cloud-controlled environments. If you are asking, “How can I find PII in unstructured data?”, “How do I mask sensitive information in PDFs and documents?”, “What data masking tool supports NoSQL and unstructured data?”, or “How can I automate PII discovery and data anonymization across multiple data sources?”, IRI DarkShield is designed to address these challenges. Discover Hidden PII and Sensitive Data DarkShield combines data classification, automated discovery, search, extraction, and masking capabilities in one solution. Organizations can define reusable data classes and search rules to locate sensitive information across disparate data sources and then apply consistent protection policies. DarkShield supports multiple discovery techniques, including regular expression and pattern matching, exact and fuzzy dictionary or lookup matching, data-path and column filters, AI-enabled relational database classification, and handwriting recognition, machine-learning-assisted Named Entity Recognition (NER), facial and signature detection, image-region and bounding-box detection, and metadata and content-based matching. This makes DarkShield useful for discovering names, addresses, email addresses, phone numbers, identification numbers, financial information, healthcare information, and other forms of PII, PHI, confidential information, and sensitive business data. Mask Unstructured, Semi-Structured, and Structured Data DarkShield provides a broad range of data masking and data anonymization techniques, allowing organizations to select the appropriate protection method for each sensitive data class and use case. Available masking functions include redaction and obfuscation, encryption and format-preserving encryption, pseudonymization, hashing, encoding, randomization, scrambling, string and bit manipulation, fabrication and synthesis, blurring, and deletion. Deterministic masking can be used where consistent replacements are important for maintaining data relationships and usability across systems. Protect Data Across Many Formats and Repositories DarkShield is designed for environments where sensitive information exists beyond conventional database tables. Supported sources and formats include relational databases and .SQL files, NoSQL databases, free-form text and log files, JSON and XML, CSV and other flat files, Microsoft Word, Excel, and PowerPoint documents, PDF documents including documents containing images, Parquet and other data formats, HL7, X12, FHIR, and other healthcare/EDI data, DICOM medical studies, image files, audio, signatures and PII in handwriting), and cloud and network repositories. DarkShield can search data on-premises, across network file systems, and in cloud storage environments such as Amazon S3, Microsoft Azure Blob Storage, Google Cloud Storage, OneDrive, and SharePoint Online. Data Privacy, Compliance, and Risk Reduction Sensitive data discovery and masking can help organizations reduce the exposure of PII and other regulated information while supporting privacy and security initiatives. Common use cases include GDPR data protection and “Right to Be Forgotten” workflows, data portability and data-access requests, HIPAA and PHI de-identification, PCI DSS and payment-data protection, privacy compliance and data governance, data breach risk reduction, secure data sharing with vendors and partners, development and test-data masking, analytics and AI/ML data de-identification, data migration and application modernization, secure log and document handling, and eDiscovery and sensitive-data identification. DarkShield can generate search and masking results with associated metadata for auditing, reporting, investigation, and compliance workflows. Automate Data Masking With GUI, CLI, and API DarkShield provides options for both technical and non-technical users. Data discovery and masking jobs can be designed through a desktop or web UI, and executed through the GUI, command line, or API. You can automate recurring data masking operations, integrate DarkShield into existing workflows, and schedule jobs to process new or modified files. The DarkShield API can also be used to embed PII discovery and data masking into applications, data pipelines, DevOps processes, and enterprise data management workflows. Self-Hosted Data Protection IRI DarkShield is designed with a self-hosted architecture that gives organizations control over where their data is processed. It runs on-premises by default and can also be deployed in controlled container or cloud-VM environments. This approach is particularly useful for organizations with strict data-sovereignty, privacy, security, or regulatory requirements that prefer not to send sensitive source data to an external SaaS masking service. Consistent Data Masking Across the Enterprise DarkShield shares data classes and masking functions with other IRI data-protection technologies, including IRI FieldShield. This supports consistent policies for protecting sensitive data across structured databases, files, documents, and other repositories. DarkShield can also be used standalone or as part of the broader IRI Voracity data-management platform, providing organizations with options to combine data discovery, integration (including textual ETL), transformation, migration, masking, and test-data generation workflows. Who Uses IRI DarkShield? IRI DarkShield is designed for organizations that need to discover and protect sensitive information across complex, heterogeneous data environments, including: *Data security and privacy teams *Data governance and compliance teams *Database administrators and data engineers *IT and information security teams *DevOps and application-development teams *Healthcare organizations *AI / ML engineers *Financial services organizations *Government agencies *Enterprises managing large document and file repositories Why Choose IRI DarkShield? IRI DarkShield extends data masking beyond conventional database columns to help organizations protect sensitive information wherever it exists. Its combination of PII discovery, data classification, AI/ML-assisted search, unstructured data masking, document redaction, NoSQL masking, database masking, encryption, pseudonymization, automation, API integration, and self-hosted deployment makes it a flexible option for enterprise data privacy and de-identification programs. In short, IRI DarkShield helps organizations answer one of the hardest questions in data security: “Where is our sensitive data?” It then provides the tools to find it, understand it, mask it, and demonstrate that it has been protected.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate IRI DarkShield?

  • Ease of Use: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind IRI DarkShield?

  • Seller: IRI
  • Year Founded: 1978
  • HQ Location: Melbourne, US
  • LinkedIn® Page: www.linkedin.com
    17 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of IRI DarkShield?

IXOPAY

IXOPAY is the performance layer powering global payments for the agentic era. Its configurable enterprise payments solution unifies payment orchestration, tokenization, and intelligence, providing merchants with a configurable infrastructure to optimize their payments performance. Built with enhanced payments intelligence and an AI agentic navigator, IXONav, merchants across the globe are empowered with the tools to make confident and precise decisions at every step of their payments journey. Today, IXOPAY connects merchants worldwide to more than 200 payment service providers, 300 payment methods, and a growing global network of innovative payment partners and solutions.

Average Rating: 4.6/5.0

Total Reviews: 17

How Do G2 Users Rate IXOPAY?

  • Ease of Use: 9.3/10 (Category avg: 8.9/10)

Who Is the Company Behind IXOPAY?

  • Seller: TokenEx
  • Year Founded: 2010
  • HQ Location: Edmond, Oklahoma
  • Twitter: @TokenEx
    1,206 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 47% Small, 41% Medium

What Are Recent G2 Reviews of IXOPAY?

Lexanon

Anonymisation de documents juridiques - 100% local, conforme RGPD

Who Is the Company Behind Lexanon?

Mage Dynamic Data Masking

Mage™ Static Data Masking has been developed working alongside our customers, to address the specific needs and requirements they have. Mage™ Static Data Masking has been designed to deliver adequate protection to sensitive data while simultaneously integrating seamlessly with an organization's existing IT framework without the requirement of any additional architectural changes.​

Average Rating: 4.5/5.0

Total Reviews: 2

How Do G2 Users Rate Mage Dynamic Data Masking?

  • Ease of Use: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Mage Dynamic Data Masking?

  • Seller: Mage
  • Year Founded: 2014
  • HQ Location: New York, NY
  • LinkedIn® Page: www.linkedin.com
    84 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Mage Dynamic Data Masking?

naosuu

Naosuu is a Chrome extension for attorneys that automatically redacts sensitive client data before it reaches AI platforms like ChatGPT, Claude, and Gemini, then restores the AI response locally on your device so you see complete, useful results. When an attorney types a prompt containing client names, case numbers, Social Security numbers, financial figures, or other identifying information, Naosuu detects and replaces that data with anonymous placeholders before the prompt is sent. The AI never sees the real information. After the response comes back, Naosuu rehydrates it locally with the original data restored. Works across ChatGPT, Claude, and Google Gemini. No client data is stored on Naosuu servers. All redaction and rehydration happens on-device. Pricing: $19.99 per month or $179 per year. Free trial available.

Who Is the Company Behind naosuu?

PieEye

PieEye is Brand Friendly Privacy. Automating Data Subject Requests, Cookie compliance, Sensitive Data Discovery, Anonymization and Privacy Impact Assessments, PieEye is an easy to implement Data Privacy Platform. PieEye saves money and resources in customer service and engineering, immediately reduces legal risk, and above all meets your customer's expectation that your company will be a good steward of their Personally Identifiable Information. New Data Laws are coming all the time, and with PieEye you will always be in compliance, guaranteed.

Average Rating: 4.4/5.0

Total Reviews: 9

How Do G2 Users Rate PieEye?

  • Ease of Use: 8.9/10 (Category avg: 8.9/10)

Who Is the Company Behind PieEye?

  • Seller: PieEye
  • Year Founded: 2020
  • HQ Location: San Francisco, US
  • Twitter: @PieEye_
    1 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    12 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 56% Medium, 56% Small

What Do G2 Reviewers Say About PieEye?

AI-generated summary from verified user reviews

Pros
  • Users value the full compliance suite of PieEye, effectively managing most privacy issues on their sites.
  • Users appreciate the full compliance suite of PieEye, effectively managing various privacy issues on their sites.
  • Users value the full compliance support of PieEye, effectively managing various privacy issues on their sites.
  • Users value the full compliance suite of PieEye, noting its effectiveness in managing privacy concerns on their sites.
  • Users appreciate the full GDPR compliance suite of PieEye, effectively managing privacy issues on their sites.

What Are Recent G2 Reviews of PieEye?

Piiano

Piiano provides engineering infrastructure to safeguard customers’ sensitive data, preempt breaches, and comply with privacy regulations. Our vault and code scanner shift privacy and security left and encourage a collaborative culture between privacy, security and engineering teams. They enable developers to easily embed privacy-by-design and zero-trust architecture in their applications. Piiano solves the PII problem for organizations.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Piiano?

  • Ease of Use: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Piiano?

  • Seller: Piiano
  • Year Founded: 2021
  • HQ Location: Tel Aviv, IL
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Piiano?

PII Eraser

PII Eraser is a self-hosted, high-performance REST API designed to detect, redact, and anonymize sensitive data within your own infrastructure. Built as a alternative to Microsoft Presidio or Azure Language PII, PII Eraser ensures that your most sensitive text and chat data never leaves your VPC. While many PII tools are optimized primarily for North America, PII Eraser is built with a "Global-First" philosophy. We provide deep, localized support for over 60 entity types across 15+ countries and 6 languages. This includes specialized identifiers often missed by generic models, such as German Steuer-IDs, French NIR numbers, and Austrian Firmenbuchnummern (FN). Whether you are operating in the DACH region, Benelux, or North America, PII Eraser provides higher accuracy than big-tech alternatives. PII Eraser is built natively for the GenAI landscape. It features: - Native OpenAI Chat Support: Anonymize complex, multi-turn conversations while maintaining context through intelligent pooling. - 1M+ Token Context: Process massive documents and entire chat histories without accuracy degradation or the need for fragile client-side chunking. - Blazing Fast Performance: Process over 5,000 tokens per second on standard x86 CPUs. - No GPUs or specialized hardware required. For organizations in highly regulated sectors—such as Banking, Financial Services, and LegalTech—procurement is often the biggest bottleneck. PII Eraser offers a "Minimal Paperwork" advantage: - Air-Gapped Deployment: The container functions entirely offline with zero telemetry or "phone home" mechanics. - Zero-CVE Hardening: Built on Chainguard distroless images, PII Eraser is a stateless, hardened container designed to pass the most rigorous DevSecOps reviews. - No DPA Required: Because you host the container and we never see your data, we are not a "Data Processor" under GDPR or CCPA, drastically simplifying your vendor risk assessments. Whether you are looking to replace a legacy Microsoft Presidio setup or build a real-time PII guardrail for your LLM agents, PII Eraser is a drop-in solution. We offer a standardized REST API, a Python interface, and full compatibility with existing Presidio Analyzer endpoints.

Who Is the Company Behind PII Eraser?

PK Privacy

PK Privacy is a comprehensive data privacy solution designed to help organizations automate the discovery, protection, and management of personally identifiable information (PII across their enterprise. By integrating advanced data discovery and remediation capabilities, PK Privacy enables businesses to comply seamlessly with various data privacy regulations, such as GDPR, CCPA, HIPAA, and more. This solution ensures that sensitive data is identified and safeguarded, reducing organizational risks and operational complexities associated with privacy legislation. Key Features and Functionality: - Automated Data Discovery: Identifies sensitive data stored across file servers, databases, endpoints, and big data repositories, providing a comprehensive view of where PII resides within the organization. - Data Subject Access Request (DSAR Management: Automates the response process to DSARs, enabling organizations to meet regulatory requirements efficiently and cost-effectively. - Right to Be Forgotten Compliance: Allows the creation of rules to automatically erase, mask, or encrypt sensitive data upon discovery, ensuring adherence to data erasure requests. - Privacy-Enhancing Techniques: Supports pseudonymization, anonymization, and de-identification of personal data to protect individual privacy while maintaining data utility. - Retention Policy Enforcement: Scans datasets to identify data that should be archived or deleted based on age or lack of use, aiding in compliance with data retention policies. - Breach Detection and Response: Monitors endpoints, servers, and enterprise solutions to detect and confirm data breaches promptly, facilitating accurate impact assessment and reporting. Primary Value and Problem Solved: PK Privacy addresses the critical need for organizations to manage and protect sensitive personal data amidst an evolving regulatory landscape. By automating the discovery and remediation of PII, it reduces the operational burden associated with compliance, minimizes the risk of data breaches, and ensures that privacy obligations are met efficiently. This proactive approach not only safeguards individual privacy but also enhances organizational trust and reputation.

Average Rating: 4.8/5.0

Total Reviews: 2

How Do G2 Users Rate PK Privacy?

  • Ease of Use: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind PK Privacy?

  • Seller: PKWARE
  • Year Founded: 1986
  • HQ Location: Milwaukee, WI
  • Twitter: @PKWARE
    1,122 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    158 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Small, 50% Large

What Are Recent G2 Reviews of PK Privacy?

PK Protect For z/OS

IBM Z is the most secure computing platform on the planet. The problem is not what happens to your data on the mainframe. The problem is what happens when it leaves. When z/OS production data gets copied to development, test, cloud, or analytics environments, IBM's Pervasive Encryption no longer applies. That data is exposed. In most organizations it has been accumulating that way for decades, with no clear picture of what sensitive data exists, where it moved, or whether it is protected. PK Protect for z/OS closes that gap. As an IBM Partner Plus with four decades of mainframe expertise, PKWARE delivers the only solution purpose-built to discover and protect sensitive data on IBM Z, in motion and at rest, whether or not it stays on the mainframe. What it does: PK Protect for z/OS automatically discovers sensitive data across VSAM clusters, sequential, partitioned, and tape data sets using your own application data definitions and copybooks for maximum accuracy. The entire discovery process runs on the mainframe, with no copies left behind and sensitive data staying 100% on-premises. Persistent encryption travels with data as it moves out of z/OS, so protection holds regardless of where the data lands SchemaLink Technology: PK Protect for z/OS includes SchemaLink, which provides discovery support for z/OS datasets with or without copybooks. It is the only solution in the industry that delivers this level of flexibility for mainframe data structures, eliminating manual mapping and dramatically reducing discovery time. Who it's built for: Mainframe security, compliance, and modernization teams at large enterprises in financial services, insurance, government, and healthcare who need accurate visibility into decades of accumulated z/OS data and persistent protection that follows data beyond the mainframe. Compliance and modernization: Supports PCI DSS, HIPAA, GDPR, GLBA, and FISMA with automated reporting and SBOM generation to accelerate audits. Protects sensitive data throughout modernization initiatives as workloads migrate to cloud and hybrid environments. In one risk assessment, PK Protect scanned 504 million VSAM records and found that 88% contained vulnerable sensitive data.

Who Is the Company Behind PK Protect For z/OS?

  • Seller: PKWARE
  • Year Founded: 1986
  • HQ Location: Milwaukee, WI
  • Twitter: @PKWARE
    1,122 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    158 employees on LinkedIn®
Brandon Summers-Miller
BS
Researched and written by Brandon Summers-Miller
Updated October 3, 2024