PII in AI Training Data: Risks, Governance, and Protection

Martin JanoušekArtificial Intelligence, In-House Protection Software, Personal Data Discovery

PII in AI Training Data: Risks, Governance, and Protection

Key Takeaways PII can enter AI systems through training datasets, fine-tuning data, RAG sources, and user prompts. Language models can memorize aspects of their training data, making it important to identify and protect unnecessary PII before training. Unstructured data such as documents, emails, support tickets, and scanned files can contain PII that is difficult to identify at scale. Data discovery, … Read More

POPIA vs. AI Act vs. LGPD vs. GLBA for US Businesses

Martin JanoušekBrazil’s LGPD, GLBA, In-House Protection Software, Personal Data Discovery, PII

POPIA vs. AI Act vs. LGPD vs. GLBA for US Businesses

Key Takeaways U.S. businesses may face international privacy laws depending on where they operate and process data. GLBA protects financial information handled by covered U.S. financial institutions. LGPD and POPIA regulate personal data in Brazil and South Africa. The EU AI Act regulates AI based on risk and can also apply to U.S. companies. Data visibility is fundamental to compliance, … Read More

Gartner Report: Why AI-Ready Data Requires Data Discovery

Martin JanoušekArtificial Intelligence, Data Leak Prevention, In-House Protection Software, Mandatory Data Compliance

Gartner Report: Why AI-Ready Data Requires Data Discovery

Key Takeaways AI performance depends on the quality, accessibility, and organization of the enterprise data it can access. Dark data becomes a greater risk as AI systems make hidden information easy to discover. Access controls cannot identify sensitive information hidden inside documents that users and AI systems can access. Sensitive data discovery, context-aware classification, and remediation should be part of … Read More

AI Redaction in 2026: How Automatic PII Redaction Tools Actually Work

Martin JanoušekData Loss Prevention, In-House Protection Software, Mandatory Data Compliance, Sensitive Data Discovery

AI Redaction in 2026: How Automatic PII Redaction Tools Actually Work

Key Takeaways Modern AI redaction combines machine learning, OCR, and contextual analysis to detect and protect sensitive information beyond traditional pattern matching. AI can only redact the data it can first discover, making native OCR essential for scanned PDFs, images, and other unstructured documents. Enterprise AI redaction should support Private Cloud, on-premises, hybrid, and air-gapped deployments to ensure zero data … Read More

PII Detection Tools Compared: What Works in 2026?

Martin JanoušekIn-House Protection Software, Personal Data Discovery, PII Auditing, Sensitive Data Discovery Tool

PII Detection Tools Compared: What Works in 2026?

Key Takeaways PII detection tools help organizations identify, classify, and protect sensitive data across file shares, cloud storage, databases, emails, and AI workflows. The most important capabilities in 2026 include OCR support, AI readiness, automated classification, Microsoft Purview integration, and support for unstructured data. Different PII scanning tools are designed for different use cases, from Microsoft 365 governance and insider-risk … Read More

Self-Hosted Unaffected by Global Cloudflare Outage

Cole PrudenData Loss Prevention, Data Protection, In-House Protection Software, Personal Data Protection, PII, Self-Hosted Auditing Software, Sensitive Data Protection

Self-Hosted Unaffected by Global Cloudflare Outage

Millions of users were hit by the recent Cloudflare outage, resulting in massive blackouts for countless businesses. Yet, all PII Tools users remained untouched. This is how “going self-hosted” keeps you in the game. Cloudflare Outage On November 18, 2025, the global online world was suddenly struck with widespread disconnections. Thousands of popular websites were rendered useless, including everything from … Read More

Mishandling PII: The Risks and Consequences

Cole PrudenData Protection, GDPR, In-House Protection Software, Personal Data Protection, PII, Security, Sensitive Data Protection

Mishandling PII: The Risks and Consequences

Fines, penalties, fees… Oh my! But by mismanaging PII, we stand to lose more than just money. It’s time to look at what’s at stake and learn how to avoid these numerous pitfalls. It’s All About the Money Unfortunately, for many people and companies, the only time they actually start to care is the moment their wallet gets involved. Taking … Read More

10 Reasons YOU Should Be Using PII Tools Right Now!

Cole PrudenData Protection, In-House Protection Software, Personal Data Protection, PII, Private Data, Sensitive Data Protection

10 Reasons YOU Should Be Using PII Tools Right Now!

There are plenty of reasons to use PII Tools Data Discovery Software, but we’ve managed to narrow them down to our TOP 10. Let’s check them out! #1 Automated Scanning for 400+ File Formats The more daily tasks you can fully automate, the more time you can focus on what actually makes your company money. And with over 400 compatible … Read More