Best Sensitive Data Discovery Software - Page 8

How Many Sensitive Data Discovery Software Products Does G2 Track?

Total Products under this Category: 189

Category Stats (Sep 2026)

  • Average Rating: 4.43/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: SailPoint (+1.11%) - Among all products in this category, SailPoint recorded the largest rating increase compared to last month

Last updated: September 26, 2026

How Does G2 Rank Sensitive Data Discovery Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 5,100+ Authentic Reviews
  • 189+ 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 Sensitive Data Discovery Software

G2 Grid® for Sensitive Data Discovery Software plotting products by satisfaction and market presence

Highlighted products: IBM Guardium Data Protection, Varonis Data Security Platform, Securiti, Egnyte, Safetica, Satori Data Security Platform, Collibra, and Ground Labs Enterprise Recon.

Underlying data: [Grid® JSON](https://www.g2.com/categories/sensitive-data-discovery/grids.json?focus%5B%5D=ibm-guardium-data-protection&focus%5B%5D=varonis-data-security-platform&focus%5B%5D=securiti&focus%5B%5D=egnyte&focus%5B%5D=safetica&focus%5B%5D=satori-data-security-platform&focus%5B%5D=collibra&focus%5B%5D=ground-labs-enterprise-recon)

OpenText EnCase Information Assurance

EnCase eDiscovery provides a unified, comprehensive platform for the entire e-discovery workflow, from legal hold through review and production, reducing risks, costs, and time.

Average Rating: 4.2/5.0

Total Reviews: 20

How Do G2 Users Rate OpenText EnCase Information Assurance?

  • Ease of Use: 7.1/10 (Category avg: 8.9/10)

Who Is the Company Behind OpenText EnCase Information Assurance?

  • Seller: OpenText
  • Year Founded: 1991
  • HQ Location: Waterloo, ON
  • Twitter: @OpenText
    21,565 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    22,835 employees on LinkedIn®
  • Ownership: NASDAQ:OTEX

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 59% Large, 23% Medium

What Are Recent G2 Reviews of OpenText EnCase Information Assurance?

What Are G2 Users Discussing About OpenText EnCase Information Assurance?

OpenText Structured Data Manager

Micro Focus Structured Data Manager is an application archiving software designed to help maximize business value with intelligent structured data management.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate OpenText Structured Data Manager?

  • Structure type: 6.7/10 (Category avg: 8.9/10)
  • Reporting: 8.3/10 (Category avg: 8.9/10)
  • Contextual search: 8.3/10 (Category avg: 8.8/10)
  • Ease of Use: 6.7/10 (Category avg: 8.9/10)

Who Is the Company Behind OpenText Structured Data Manager?

  • Seller: OpenText
  • Year Founded: 1991
  • HQ Location: Waterloo, ON
  • Twitter: @OpenText
    21,565 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    22,835 employees on LinkedIn®
  • Ownership: NASDAQ:OTEX

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of OpenText Structured Data Manager?

OptIQ.AI

OptIQ is a data security platform designed to assist security teams, CISOs, and CIOs in continuously innovating at scale by extracting value from data. The platform begins with the discovery of sensitive data, encompassing both structured and unstructured data across cloud-based and on-premises data assets. It is followed by robust data classification and governance processes, where security policies and access controls are systematically applied to manage user access and ensure data integrity. OptIQ's integrated approach enables organizations to maintain a high standard of data security while fostering an environment for strategic data utilization and decision-making.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate OptIQ.AI?

  • Structure type: 6.7/10 (Category avg: 8.9/10)
  • Reporting: 6.7/10 (Category avg: 8.9/10)
  • Contextual search: 10.0/10 (Category avg: 8.8/10)
  • Ease of Use: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind OptIQ.AI?

  • Seller: OptIQ.AI
  • Year Founded: 2022
  • HQ Location: Palo Alto, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About OptIQ.AI?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the efficiency in identifying sensitive data across both cloud and on-premise storage with OptIQ.AI.
  • Users value the data protection capabilities of OptIQ.AI, effectively identifying sensitive information across various storage systems.
  • Users appreciate the efficient identification of sensitive data provided by OptIQ.AI across various storage structures.
  • Users value the data sensitivity identification of OptIQ.AI, enhancing their security in both cloud and on-premise environments.
Cons
  • Users experience implementation delays due to time-consuming data classification by the security team, slowing down overall progress.
  • Users find the time-consuming classification process delays overall workflow and creates backlogs for their team.

What Are Recent G2 Reviews of OptIQ.AI?

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?

  • Structure type: 10.0/10 (Category avg: 8.9/10)
  • Reporting: 8.3/10 (Category avg: 8.9/10)
  • Contextual search: 8.3/10 (Category avg: 8.8/10)
  • Ease of Use: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Piiano?

  • Seller: Piiano
  • Year Founded: 2021
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Piiano?

PK Protect Platform

If you're evaluating data security platforms, here's what separates PK Protect from everything else on this grid: it secures the data itself, not just the perimeter around it. Most tools on this list rely on access controls and permissions. That works until a credential is compromised, a file gets moved, or someone copies data somewhere it doesn't belong. PK Protect takes a fundamentally different approach. Protection is embedded directly into the data, so it stays protected at rest, in motion, and even after it leaves your environment. Trusted by 21 of the top 25 U.S. commercial banks and 30% of the Fortune 100, PK Protect is the platform enterprise security and compliance teams reach for when the stakes are high and fragmented tools have failed them. What the platform does: PK Protect unifies data discovery, classification, and protection in a single automated platform across endpoints, servers, Microsoft 365, cloud repositories, databases, data lakes, and IBM Z mainframe. No third-party dependencies. No vendor sprawl. One platform that sees everything and acts on policy automatically. Protection actions include encryption, redaction, masking, classification, quarantine, and deletion, all centrally managed and applied without relying on end-user behavior. Who it's built for: Security teams, compliance officers, and data privacy leaders in regulated industries including financial services, healthcare, retail, and government who need to demonstrate control over sensitive data at enterprise scale. Compliance coverage: PK Protect simplifies audit readiness for PCI DSS, HIPAA, GDPR, CCPA, GLBA, SOX, FISMA, CMMC, FINRA, CJIS, and ITAR with centralized reporting that makes proving compliance faster and less painful. The bottom line: You're not buying another point solution. You're replacing the stack. One platform, automated protection, and security that doesn't break when data moves.

Average Rating: 4.5/5.0

Total Reviews: 4

How Do G2 Users Rate PK Protect Platform?

  • Ease of Use: 6.7/10 (Category avg: 8.9/10)

Who Is the Company Behind PK Protect Platform?

  • 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: 75% Medium, 25% Small

What Are Recent G2 Reviews of PK Protect Platform?

PrivacyPioneer

PrivacyPioneer is a comprehensive privacy management solution designed to help organizations safeguard sensitive data and ensure compliance with global privacy regulations. It offers a suite of tools that enable businesses to identify, manage, and protect personal information across their systems, thereby reducing the risk of data breaches and enhancing customer trust. Key Features and Functionality: - Data Discovery and Classification: Automatically scans and identifies personal data within the organization's infrastructure, categorizing it based on sensitivity and regulatory requirements. - Risk Assessment: Evaluates potential privacy risks associated with data processing activities, providing actionable insights to mitigate vulnerabilities. - Compliance Management: Assists in adhering to various privacy laws and standards by offering templates, guidelines, and monitoring tools tailored to specific regulations. - Incident Response: Facilitates prompt detection and management of data breaches, ensuring timely reporting and remediation to minimize impact. - User Access Controls: Implements robust access management protocols to ensure that only authorized personnel can access sensitive information. Primary Value and Solutions Provided: PrivacyPioneer addresses the critical need for organizations to manage personal data responsibly and comply with evolving privacy laws. By automating data discovery and risk assessment, it reduces the manual effort required for compliance, thereby saving time and resources. The platform's comprehensive approach to privacy management not only helps in avoiding hefty fines associated with non-compliance but also builds customer confidence by demonstrating a commitment to data protection.

Average Rating: 4.3/5.0

Total Reviews: 2

How Do G2 Users Rate PrivacyPioneer?

  • Structure type: 8.3/10 (Category avg: 8.9/10)
  • Reporting: 10.0/10 (Category avg: 8.9/10)
  • Contextual search: 10.0/10 (Category avg: 8.8/10)
  • Ease of Use: 7.5/10 (Category avg: 8.9/10)

Who Is the Company Behind PrivacyPioneer?

Who Uses This Product?

  • Company Size: 100% Medium

What Do G2 Reviewers Say About PrivacyPioneer?

AI-generated summary from verified user reviews

Pros
  • Users value the transparency in data collection provided by PrivacyPioneer, detailing exactly what information is gathered.
  • Users appreciate the clarity in data collection provided by PrivacyPioneer, enhancing their understanding of privacy practices.
Cons
  • Users find the inefficient data management process cumbersome, as it requires navigating multiple steps for permission changes.
  • Users find the data management issues in PrivacyPioneer cumbersome, requiring unnecessary steps for permission changes.
  • Users find the lack of direct data permission management cumbersome, requiring extra steps for multiple website management.
  • Users find the navigation difficulty of PrivacyPioneer cumbersome, needing to manage data permissions through a two-step process.
  • Users face challenges with table management, requiring cumbersome two-step processes for data permission adjustments across websites.

What Are Recent G2 Reviews of PrivacyPioneer?

ProLicent

ProLicent is a powerful tool that allows you to easily identify the processing of personal data in your company and your ecosystem.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind ProLicent?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of ProLicent?

RecordPoint

RecordPoint provides unified data governance for highly regulated organizations, enabling trust at scale so enterprise data can be used confidently, defensibly, and in compliance with regulatory obligations. RecordPoint delivers end-to-end governance of structured and unstructured data across legacy systems, modern applications, and AI pipelines. Organizations gain visibility and continuous control over where information resides, how it is managed, and how it is retained and disposed. Policies are enforced in place and in the background, helping teams maintain compliance without disrupting business operations or requiring data migration. The platform supports core governance use cases, including information management, data inventory, data categorization, and retention and disposition. Policy-based automation reduces reliance on manual processes and end-user decision-making, helping organizations apply consistent controls as data volumes grow. RecordPoint supports government agencies and regulated enterprises globally, helping them modernize governance programs, reduce risk, and strengthen defensibility. This enables organizations to safely scale AI initiatives and capture competitive advantage, rather than remaining constrained by complexity, disruption, and compliance risk.

Average Rating: 4.3/5.0

Total Reviews: 2

How Do G2 Users Rate RecordPoint?

  • Ease of Use: 9.2/10 (Category avg: 8.9/10)

Who Is the Company Behind RecordPoint?

  • Seller: RecordPoint
  • Year Founded: 2008
  • HQ Location: Bellevue, US
  • Twitter: @RecordPoint
    590 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    131 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of RecordPoint?

What Are G2 Users Discussing About RecordPoint?

Relyance AI

Your 24/7 Data Defense Engineer. Code to Cloud. Relyance AI is an AI-native data security and continuous compliance platform that autonomously tracks and protects sensitive data across code, cloud, SaaS, vendors, and AI systems. Unlike traditional compliance tools that rely on manual workflows and static assessments, Relyance AI continuously discovers data flows directly from source code to runtime environments — giving organizations real-time visibility and policy enforcement across their entire data ecosystem. Built for security, privacy, and engineering teams, Relyance AI enables: • Automated data mapping and Records of Processing Activities (ROPA) • Continuous privacy and regulatory compliance (GDPR, CCPA, AI regulations) • AI governance and third-party risk visibility • Real-time policy violation detection and prevention • Unified oversight across controllers, processors, and sub-processors By eliminating manual oversight and spreadsheet-based compliance, Relyance AI reduces operational burden by up to 80% while strengthening data protection and audit readiness. Visit www.relyance.ai to learn more.

Average Rating: 3.9/5.0

Total Reviews: 5

How Do G2 Users Rate Relyance AI?

  • Ease of Use: 9.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Relyance AI?

Who Uses This Product?

  • Company Size: 60% Medium, 40% Small

What Do G2 Reviewers Say About Relyance AI?

AI-generated summary from verified user reviews

Pros
  • Users value the strong security measures of Relyance AI, enhancing privacy and data management for legal professionals.
  • Users appreciate the seamless monitoring capabilities of Relyance AI for tracking personal data movement effectively.
  • Users value the automation capabilities of Relyance AI, enhancing productivity and reducing human errors significantly.
  • Users value the collaborative capabilities of Relyance AI, enhancing cooperation between engineers and lawyers for data privacy.
  • Users value Relyance AI for its ability to ensure global compliance with data protection laws through comprehensive analysis.
Cons
  • Users find the complex functionality of Relyance AI requires significant customization and poses a steep learning curve.
  • Users find that Relyance AI's data privacy features may overwhelm small companies still learning about data protection.
  • Users often find the lack of automation in Relyance AI leads to complex setups and reduced human oversight.
  • Users find the learning curve steep, needing significant customization and facing challenges in data integration and usability.
  • Users find challenges with complex implementation and customization of Relyance AI, affecting its overall usability and integration.

What Are Recent G2 Reviews of Relyance AI?

SafeOnline DataMapper

DataMapper finds sensitive information across all company storage locations and employees and flags data that should get special protection. AI and machine learning sort files by risk level and category, with smart filters and advanced search options to pull up the specific data you need to respond to DSARs on time. Discover duplicates, data stored in the wrong locations, or files you no longer need and minimize the data you store. Monitor your team’s risk data from one dashboard and coordinate security measures for your whole company to prevent data breaches and comply with the GDPR, CCPA, PIPEDA, and others.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate SafeOnline DataMapper?

  • Structure type: 10.0/10 (Category avg: 8.9/10)
  • Reporting: 10.0/10 (Category avg: 8.9/10)
  • Contextual search: 10.0/10 (Category avg: 8.8/10)
  • Ease of Use: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind SafeOnline DataMapper?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of SafeOnline DataMapper?

Seclore Data-Centric Security Platform

Seclore is the 𝗗𝗮𝘁𝗮 𝗦𝗲𝗰𝘂𝗿𝗶𝘁𝘆 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 company for the era of enterprise AI. Its 𝗔𝗥𝗠𝗢𝗥 platform gives organizations a working view of what their data is, where it lives, how it moves, and how people and AI systems use it, then acts on that understanding by attaching protection to the data itself. Security travels with the file across endpoints, email, cloud repositories, partner networks, and AI pipelines, so control holds wherever the data goes. ARMOR operates as one loop of 𝗱𝗶𝘀𝗰𝗼𝘃𝗲𝗿𝘆, 𝗰𝗼𝗻𝘁𝗲𝘅𝘁, 𝗲𝗻𝗳𝗼𝗿𝗰𝗲𝗺𝗲𝗻𝘁, 𝗮𝗻𝗱 𝗽𝗿𝗼𝗼𝗳, replacing a stack of point tools with a single control model. • 𝗔𝗜-𝗻𝗮𝘁𝗶𝘃𝗲 𝗱𝗶𝘀𝗰𝗼𝘃𝗲𝗿𝘆 reads content, context, and intent across on-premises and cloud repositories, producing classified, risk-prioritized results without a training period or pre-seeded document sets. • 𝗣𝗲𝗿𝘀𝗶𝘀𝘁𝗲𝗻𝘁 𝗲𝗻𝗳𝗼𝗿𝗰𝗲𝗺𝗲𝗻𝘁 binds usage controls to the file, masks sensitive values before they reach an AI model, and lets teams adjust or revoke access after sharing. • 𝗖𝗼𝗻𝘁𝗶𝗻𝘂𝗼𝘂𝘀 𝗽𝗿𝗼𝗼𝗳 turns platform telemetry into audit trails and regulation-specific evidence for frameworks such as GDPR, PDPL, DPDP, HIPAA, and CCPA. Seclore deploys 𝗼𝗻-𝗽𝗿𝗲𝗺𝗶𝘀𝗲𝘀, 𝗶𝗻 𝗽𝗿𝗶𝘃𝗮𝘁𝗲 𝗰𝗹𝗼𝘂𝗱, 𝗼𝗿 𝗵𝗼𝘀𝘁𝗲𝗱, 𝘄𝗶𝘁𝗵 𝘀𝗲𝗹𝗳-𝗵𝗼𝘀𝘁𝗲𝗱 𝗔𝗜 𝗺𝗼𝗱𝗲𝗹𝘀 for organizations working under data localization requirements.

Average Rating: 4.6/5.0

Total Reviews: 15

How Do G2 Users Rate Seclore Data-Centric Security Platform?

  • Ease of Use: 8.5/10 (Category avg: 8.9/10)

Who Is the Company Behind Seclore Data-Centric Security Platform?

  • Seller: Seclore
  • Year Founded: 2011
  • HQ Location: Santa Clara, US
  • Twitter: @secloretech
    1,267 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    492 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 56% Large, 44% Medium

What Do G2 Reviewers Say About Seclore Data-Centric Security Platform?

AI-generated summary from verified user reviews

Pros
  • Users value the individual permission levels for documents, ensuring security and tracking access effectively.
  • Users value the customization options in Seclore, allowing tailored document security and detailed access tracking.
  • Users value the data protection capabilities of Seclore, allowing secure, customizable access to documents and insightful tracking.
  • Users value the individual permission levels for document security and access tracking in Seclore's platform.
  • Users value the individual permission levels that enhance document security and access tracking in Seclore.
Cons
  • Users often face access issues that hinder functionality and require frequent troubleshooting with various systems and email providers.
  • Users often face access limitations, experiencing troubleshooting issues with system compatibility and email providers.
  • Users often face frequent troubleshooting with access, as it lacks usability and compatibility with various systems and email providers.
  • Users find access restrictions frustrating due to frequent troubleshooting and lack of user-friendliness with various systems.
  • Users often face authentication issues requiring frequent troubleshooting, impacting system compatibility and user experience.

What Are Recent G2 Reviews of Seclore Data-Centric Security Platform?

What Are G2 Users Discussing About Seclore Data-Centric Security Platform?

SISA Radar

SISA Radar, the data discovery tool, helps to identify both structured and unstructured sensitive data within the network and enables the users to analyze, track and report on file content. SISA Radar provides a remediation interface for the users to mask, truncate and/or delete the discovered data, therefore reducing a considerable amount of time and effort in getting compliance with PCI DSS, GDPR, CCPA, Aadhaar, and other PII Data regulations.

Average Rating: 3.5/5.0

Total Reviews: 1

How Do G2 Users Rate SISA Radar?

  • Structure type: 8.3/10 (Category avg: 8.9/10)
  • Reporting: 8.3/10 (Category avg: 8.9/10)
  • Contextual search: 10.0/10 (Category avg: 8.8/10)
  • Ease of Use: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind SISA Radar?

Who Uses This Product?

  • Company Size: 100% Medium

TCS Mastercraft Data Plus

TCS MasterCraft DataPlus is an integrated data management software for data privacy, test data management, data quality management, data analytics and database modeling. It is industry-agnostic, delivering context-specific solutions to an enterprise’s data management challenges. The software is backed by decades of relevant TCS expertise in helping global enterprises in their transformation and regulatory compliance programs. TCS MasterCraft DataPlus has been deployed across multiple geographies and business verticals, and has provided value to enterprises of varying scale, with its data privacy and data quality management capabilities.

Average Rating: 3.8/5.0

Total Reviews: 3

How Do G2 Users Rate TCS Mastercraft Data Plus?

  • Structure type: 8.3/10 (Category avg: 8.9/10)
  • Reporting: 10.0/10 (Category avg: 8.9/10)
  • Contextual search: 8.3/10 (Category avg: 8.8/10)
  • Ease of Use: 9.2/10 (Category avg: 8.9/10)

Who Is the Company Behind TCS Mastercraft Data Plus?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of TCS Mastercraft Data Plus?

Waterline Data Catalog

Waterline Data Fingerprinting works by analyzing the data values in each data set and profiling the data. Waterline Data then uses that information to create a fingerprint for each column of data—using machine learning to intelligently and automatically tag and match data fingerprints to glossary terms and populate the data catalog. Users can then refine matched terms, and remaining unmatched terms, through crowdsourcing.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Waterline Data Catalog?

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

Who Is the Company Behind Waterline Data Catalog?

  • Seller: Waterline Data
  • Year Founded: 2013
  • HQ Location: Mountain View, US
  • Twitter: @waterlinedata
    1,699 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    7 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Waterline Data Catalog?

Accutive Data Discovery and Masking (ADM)

ADM is a comprehensive test data management platform with a focus on rapid data discovery and advanced static data masking. Leveraging a Universal Connector, ADM discovers and masks across all major databases and file types. With ADM, data anonymization is a focus, rather than an afterthought, with enterprise-wide referential integrity, advanced masking capabilities, and reidentification protection. Beyond discovery and masking, ADM performs data subsetting, tokenization and synthetic data generation with ease.

Who Is the Company Behind Accutive Data Discovery and Masking (ADM)?

Brandon Summers-Miller
BS
Researched and written by Brandon Summers-Miller
Updated October 3, 2024