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AI & Data Privacy: Challenges and Tips for Security Leaders

June 26, 2024
3
 Min Read
Data Security

Balancing Trust and Unpredictability in AI

AI systems represent a transformative advancement in technology, promising innovative progress across various industries. Yet, their inherent unpredictability introduces significant concerns, particularly regarding data security and privacy. Developers face substantial challenges in ensuring the integrity and reliability of AI models amidst this unpredictability.

This uncertainty complicates matters for buyers, who rely on trust when investing in AI products. Establishing and maintaining trust in AI necessitates rigorous testing, continuous monitoring, and transparent communication regarding potential risks and limitations. Developers must implement robust safeguards, while buyers benefit from being informed about these measures to mitigate risks effectively.

AI and Data Privacy

Data privacy is a critical component of AI security. As AI systems often rely on vast amounts of personal data to function effectively, ensuring the privacy and security of this data is paramount. Breaches of data privacy can lead to severe consequences, including identity theft, financial loss, and erosion of trust in AI technologies. Developers must implement stringent data protection measures, such as encryption, anonymization, and secure data storage, to safeguard user information.

The Role of Data Privacy Regulations in AI Development

Data privacy regulations are playing an increasingly significant role in the development and deployment of AI technologies. As AI continues to advance globally, regulatory frameworks are being established to ensure the ethical and responsible use of these powerful tools.

  • Europe:

The European Parliament has approved the AI Act, a comprehensive regulatory framework designed to govern AI technologies. This Act is set to be completed by June and will become fully applicable 24 months after its entry into force, with some provisions becoming effective even sooner. The AI Act aims to balance innovation with stringent safeguards to protect privacy and prevent misuse of AI.

  • California:

In the United States, California is at the forefront of AI regulation. A bill concerning AI and its training processes has progressed through legislative stages, having been read for the second time and now ordered for a third reading. This bill represents a proactive approach to regulating AI within the state, reflecting California's leadership in technology and data privacy.

  • Self-Regulation:

In addition to government-led initiatives, there are self-regulation frameworks available for companies that wish to proactively manage their AI operations. The National Institute of Standards and Technology (NIST) AI Risk Management Framework (RMF) and the ISO/IEC 42001 standard provide guidelines for developing trustworthy AI systems. Companies that adopt these standards not only enhance their operational integrity but also position themselves to better align with future regulatory requirements.

  • NIST Model for a Trustworthy AI System:

The NIST model outlines key principles for developing AI systems that are ethical, accountable, and transparent. This framework emphasizes the importance of ensuring that AI technologies are reliable, secure, and unbiased. By adhering to these guidelines, organizations can build AI systems that earn public trust and comply with emerging regulatory standards.Understanding and adhering to these regulations and frameworks is crucial for any organization involved in AI development. Not only do they help in safeguarding privacy and promoting ethical practices, but they also prepare organizations to navigate the evolving landscape of AI governance effectively.

How to Build Secure AI Products

Ensuring the integrity of AI products is crucial for protecting users from potential harm caused by errors, biases, or unintended consequences of AI decisions. Safe AI products foster trust among users, which is essential for the widespread adoption and positive impact of AI technologies.

These technologies have an increasing effect on various aspects of our lives, from healthcare and finance to transportation and personal devices, making it such a critical topic to focus on. 

How can developers build secure AI products?

  1. Remove sensitive data from training data (pre-training): Addressing this task is challenging, due to the vast amounts of data involved in AI-training, and the lack of automated methods to detect all types of  sensitive data.
  2. Test the model for privacy compliance (pre-production): Like any software, both manual tests and automated tests are done before production. But, how can users guarantee that sensitive data isn’t exposed during testing? Developers must explore innovative approaches to automate this process and ensure continuous monitoring of privacy compliance throughout the development lifecycle.
  3. Implement proactive monitoring in production: Even with thorough pre-production testing, no model can guarantee complete immunity from privacy violations in real-world scenarios. Continuous monitoring during production is essential to promptly detect and address any unexpected privacy breaches. Leveraging advanced anomaly detection techniques and real-time monitoring systems can help developers identify and mitigate potential risks promptly.

Secure LLMs Across the Entire Development Pipeline With Sentra

Gain Comprehensive Visibility and Secure Training Data (Sentra’s DSPM)

  • Automatically discover and classify sensitive information within your training datasets.
  • Protect against unauthorized access with robust security measures.
  • Continuously monitor your security posture to identify and remediate vulnerabilities.

Monitor Models in Real Time (Sentra’s DDR)

  • Detect potential leaks of sensitive data by continuously monitoring model activity logs.
  • Proactively identify threats such as data poisoning and model theft.
  • Seamlessly integrate with your existing CI/CD and production systems for effortless deployment.

Finally, Sentra helps you effortlessly comply with industry regulations like NIST AI RMF and ISO/IEC 42001, preparing you for future governance requirements. This comprehensive approach minimizes risks and empowers developers to confidently state:

"This model was thoroughly tested for privacy safety using Sentra," fostering trust in your AI initiatives.

As AI continues to redefine industries, prioritizing data privacy is essential for responsible AI development. Implementing stringent data protection measures, adhering to evolving regulatory frameworks, and maintaining proactive monitoring throughout the AI lifecycle are crucial. 

By prioritizing strong privacy measures from the start, developers not only build trust in AI technologies but also maintain ethical standards essential for long-term use and societal approval.

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Discover Ron’s expertise, shaped by over 20 years of hands-on tech and leadership experience in cybersecurity, cloud, big data, and machine learning. As a serial entrepreneur and seed investor, Ron has contributed to the success of several startups, including Axonius, Firefly, Guardio, Talon Cyber Security, and Lightricks, after founding a company acquired by Oracle.

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Ward Balcerzak
Ward Balcerzak
May 15, 2025
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Why I Joined Sentra: A Data Defender’s Journey

Why I Joined Sentra: A Data Defender’s Journey

After nearly two decades immersed in cybersecurity, spanning Fortune 500 enterprises, defense contractors, manufacturing giants, consulting, and the vendor ecosystem, I’ve seen firsthand how elusive true data security remains. I've built and led data security programs from scratch in some of the world’s most demanding environments. But when I met the team from Sentra, something clicked in a way that’s rare in this industry.

Let me tell you why I joined Sentra and why I’m more excited than ever about the future of data security.

From Visibility to Vulnerability

In every role I've held, one challenge has consistently stood out: understanding data.
Not just securing it but truly knowing what data we have, where it lives, how it moves, how it's used, and who touches it. This sounds basic, yet it’s one of the least addressed problems in security.

Now, we layer on the proliferation of cloud environments and SaaS sprawl (without mentioning the increasing proliferation of AI agents). The traditional approaches simply don’t cut it. Most organizations either ignore cloud data discovery altogether or lean on point solutions that can’t scale, lack depth, or require endless manual tuning and triage.

That’s exactly where Sentra shines.

Why Sentra?

When I first engaged with Sentra, what struck me was that this wasn’t another vendor trying to slap a new UI on an old problem. Sentra understands the problem deeply and is solving it holistically across all environments. They’re not just keeping up; they’re setting the pace.

The AI-powered data classification engine at the heart of Sentra’s platform is, quite frankly, the best I’ve seen in the market. It automates what previously required a small army of analysts and does so with an accuracy and scale that’s unmatched. It's not just smart, it’s operationally scalable.

But technology alone wasn’t what sold me. It was the people.
The Sentra founders are visionaries who live and breathe this space. They’re not building in a vacuum, they’re listening to customers, responding to real-world friction, and delivering solutions that security teams will actually adopt. That’s rare. That’s powerful.

And finally, there’s the culture. Sentra radiates innovation, agility, and relentless focus on impact. Every person here knows the importance of their role and how it aligns with our mission. That energy is infectious and it’s exactly where I want to be.

Two Decades. One Mission: Secure the Data.

At Sentra, I’m bringing the scars, stories, and successes from almost 20 years “in the trenches”:

  • Deep experience building and maturing data security programs within highly regulated, high-stakes environments

  • A commitment to the full people-process-technology stack, because securing data isn’t just about tools

  • A background stitching together integrated solutions across silos and toolsets

  • A unique perspective shaped by my time as a practitioner, leader, consultant, and vendor

This blend helps me speak the language of security teams, empathize with their challenges, and design strategies that actually work.

Looking Ahead

Joining Sentra isn’t just the next step in my career; it’s a chance to help lead the next chapter of data security. We’re not here to incrementally improve what exists. We’re here to rethink it. Redefine it. Solve it.

If you’re passionate about protecting what matters most, your data. I’d love to connect.

This is more than a job; it’s a mission. And I couldn’t be prouder to be part of it.

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David Stuart
David Stuart
May 5, 2025
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Min Read
Compliance

What the HIPAA Compliance Updates Mean for Your Security

What the HIPAA Compliance Updates Mean for Your Security

The Health Insurance Portability and Accountability Act (HIPAA) has long been a cornerstone of safeguarding sensitive health information in the U.S., particularly electronic protected health information (ePHI). As healthcare organizations continue to face growing cybersecurity challenges, ensuring the protection of ePHI has never been more critical. 

In response, for the first time in two decades, the U.S. Department of Health and Human Services (HHS) has proposed significant amendments to the HIPAA Security Rule, aimed at strengthening cybersecurity measures across the healthcare sector. These proposed changes are designed to address emerging threats and ensure that healthcare organizations have robust systems in place to protect patient data from unauthorized access and potential breaches. This blog presents the major changes that are coming soon and how you can prepare for them.

Instead of considering compliance as a one-time effort, with Sentra you can monitor your compliance status at any given moment, streamline reporting, and remediate compliance violations instantly.

How Sentra Can Help You Stay Compliant

Sentra’s data security platform equips healthcare organizations with the necessary tools to stay compliant with the new HIPAA Security Rule amendments. By providing continuous monitoring of ePHI data locations and assessing associated risks, Sentra helps organizations maintain full visibility and control over sensitive data.

Key Benefits of Using Sentra for HIPAA Compliance:

  • Automated Data Discovery & Classification: Instantly locate and classify ePHI across cloud and on-prem environments.
  • Real-time Risk Assessment: Continuously assess vulnerabilities and flag security gaps related to HIPAA requirements.
  • Access Control & Encryption Monitoring: Ensure compliance with mandatory MFA, encryption policies, and access termination requirements.
  • Smart Compliance Alerts: Sentra doesn’t just detect generic cloud misconfigurations. Instead, it pinpoints security issues affecting sensitive data, helping teams focus on what truly matters.

Without a solution such as Sentra, organizations waste valuable time manually searching for and classifying sensitive data, diverting key employees from higher-priority security tasks. With Sentra, security teams gain an ongoing, real-time dashboard that ensures efficient compliance and faster risk mitigation.

What You Need to Know About the Proposed HIPAA Security Rule Updates

The latest proposed updates to the HIPAA Security Rule represent some of the most significant changes in years. These updates aim to modernize data protection practices and ensure healthcare organizations are better equipped to handle today’s security challenges. Below are the key highlights compliance and security teams should focus on:

Mandatory Implementation Specifications
All implementation specifications under the HIPAA Security Rule will become mandatory. Covered entities and business associates must now fully comply with all safeguards—no more "addressable" exceptions.

Stricter Encryption Requirements
Encryption of electronic protected health information (ePHI) will be required both at rest and in transit. Organizations must ensure encryption is in place across all systems handling sensitive data.

Required Multifactor Authentication (MFA)
MFA will become mandatory to protect access to ePHI. This added security layer significantly reduces the risk of unauthorized access and credential compromise.

Network Segmentation for Threat Containment
Organizations must implement network segmentation to isolate sensitive systems and limit the spread of cyber threats in the event of a breach.

Timely Termination of Access
Access to ePHI must be revoked within 24 hours when an employee leaves or changes roles. This reduces the risk of insider threats and unauthorized access.

Comprehensive Documentation Requirements
Healthcare organizations must maintain detailed, up-to-date documentation of all security policies, procedures, risk assessments, and incident response plans.

Asset Inventories and Network Mapping
Annual updates to technology asset inventories and network maps will be required to ensure accurate tracking of where and how ePHI is stored and transmitted.

Enhanced Risk Analysis
Organizations must conduct regular, thorough risk assessments to identify vulnerabilities and assess threats across all systems that interact with ePHI.

Stronger Incident Response Plans
Entities must be able to restore lost systems and data within 72 hours after a cyber incident. Regular testing and refinement of incident response protocols will be essential.

Annual Compliance Audits
Healthcare organizations will be required to conduct annual audits of their HIPAA Security Rule compliance, covering all technical and administrative safeguards.

Mandatory Technical Controls
Technical safeguards like anti-malware tools, firewalls, and port restrictions must be in place and regularly reviewed to protect systems from evolving threats.

What’s Next?

The proposed changes to the HIPAA Security Rule are currently in the Notice of Proposed Rulemaking (NPRM) stage, with a 60-day public comment period that opened on January 6, 2025. During this period, stakeholders can provide feedback on the amendments, which may influence the final rule. Organizations should actively monitor the comment period, engage in the feedback process, and stay informed on any potential adjustments before the rule is finalized.

Steps Organizations Should Take Now:

  • Review the proposed changes and understand how they impact your current security posture.
  • Engage in the public comment process to share concerns or recommendations.
  • Start assessing security gaps to align with HIPAA’s evolving compliance requirements.

Conclusion

The new HIPAA compliance amendments represent a major shift in how healthcare organizations must protect electronic Protected Health Information (ePHI). The introduction of enhanced encryption standards, mandatory multi-factor authentication (MFA), and stricter access control measures means organizations must act swiftly to maintain compliance and reduce cybersecurity risks.

Compliance is not just about meeting regulations, it is about efficiency. Organizations relying on manual processes to locate and secure sensitive data waste valuable time and resources, making compliance efforts less effective.

With Sentra, healthcare organizations gain a powerful, automated data security solution that:

  • Eliminates manual data discovery by providing a real-time, continuous inventory of sensitive data.
  • Prioritizes relevant data security risks instead of overwhelming teams with unnecessary alerts.
  • Ensures compliance readiness by automating key processes like access control monitoring and encryption verification.

Now is the time for healthcare organizations to take proactive steps toward compliance. Stay informed, participate in the public comment process, and start implementing security enhancements today.

To learn how Sentra can help your organization achieve HIPAA compliance efficiently, request a demo today and take control of your sensitive data.

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Yoav Regev
Yoav Regev
April 23, 2025
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Your AI Is Only as Secure as Your Data: Celebrating a $100M Milestone

Your AI Is Only as Secure as Your Data: Celebrating a $100M Milestone

Over the past year, we’ve seen an incredible surge in enterprise AI adoption. Companies across industries are integrating AI agents and generative AI into their operations to move faster, work smarter, and unlock innovation. But behind every AI breakthrough lies a foundational truth: AI is only as secure as the data behind it.

At Sentra, securing that data has always been our mission, not just to prevent breaches and data leaks, but to empower prosperity and innovation with confidence and control.

Data Security: The Heartbeat of Your Organization

As organizations push forward with AI, massive volumes of data, often sensitive, regulated, or business-critical are being used to train models or power AI agents. Too often, this happens without full visibility or governance. 


The explosion of the data security market reflects how critical this challenge has become. At Sentra, we’ve long believed that a Data Security Platform (DSP) must be cloud-native, scalable, and adaptable to real-world enterprise environments. We’ve been proud to lead the way, and our continued growth, especially among Fortune 500 customers, is a testament to the urgency and relevance of our approach.

Scaling for What's Next

With the announcement of our $50 million Series B funding round, bringing our total funding to over $100 million, we’re scaling Sentra to meet the moment. We're counting on strong customer momentum and more than tripling revenue year-over-year, and we’re using this investment to grow our team, strengthen our platform, and continue defining what modern data security looks like.

We’ve always said security shouldn’t slow innovation - it should fuel it. And that’s exactly what we’re enabling.

It's All About the People


At the end of the day, it’s people who build it, scale it, and believe in it. I want to extend a heartfelt thank you to our investors, customers, and, most importantly, our team. It’s all about you! Your belief in Sentra and your relentless execution make everything possible. We couldn’t make it without each and every one of you.

We’re not just building a product, we’re setting the gold standard for data security, because securing your data is the heartbeat of your organization!

Innovation without security isn’t progress. Let’s shape a future where both go together!

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