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Are AI security measures getting better annually

  • None--securityboulevard.com
  • published date: 2025-11-21 00:00:00 UTC

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<h2>How Can Organizations Ensure the Security of Non-Human Identities in the Cloud?</h2><p>How do organizations manage the security of machine identities and secrets? This question is at the forefront for companies across industries such as financial services, healthcare, and even travel, where the secure management of non-human identities (NHIs) is crucial for maintaining robust cybersecurity frameworks.</p><h3>The New Frontier of Machine Identity Management</h3><p>Machine identities are the unsung heroes, often overlooked yet vital for safeguarding digital assets. These identities, unlike human counterparts, involve a unique combination of an encrypted password, token, or key—referred to as a “Secret”—and the permissions granted to that Secret by a destination server. Think of it as a digital passport and visa system, where the passport (the Secret) and the visa (permissions) are essential for the machine to function securely within its intended environment.</p><p>Organizations increasingly need to manage these machine identities and their secrets with precision, as it becomes increasingly evident that vulnerabilities often arise not from malicious external attacks but due to mishandled or poorly managed machine credentials. In fact, sophisticated cyber threats are often looking for cracks within these systems to exploit.</p><h3>A Holistic Approach to Machine Identity Security</h3><p>The management of NHIs and their secrets takes a comprehensive rather than a piecemeal approach. Rather than solely relying on point solutions, such as traditional secret scanners, NHI management platforms encompass all stages of the lifecycle—from discovery and classification to threat detection and remediation. This holistic strategy provides insights into ownership, permissions, usage patterns, and potential vulnerabilities, which are crucial for context-aware security.</p><p>By implementing such an approach, organizations can benefit significantly:</p><ul> <li><strong>Reduced Risk:</strong> Identifying and mitigating security risks proactively helps decrease the chances of breaches and data leaks.</li> <li><strong>Improved Compliance:</strong> Organizations can meet regulatory requirements effectively through policy enforcement and audit trails.</li> <li><strong>Increased Efficiency:</strong> Automating NHIs and secrets management allows security teams to focus on strategic initiatives.</li> <li><strong>Enhanced Visibility and Control:</strong> Offers a centralized view for better access management and governance.</li> <li><strong>Cost Savings:</strong> Automated secrets rotation and NHIs decommissioning reduce operational costs significantly.</li> </ul><h3>The Imperative for Cloud Security Control</h3><p>Cloud environments represent an exciting opportunity for innovation, but they also pose unique challenges for cybersecurity. Organizations that manage NHIs effectively within the cloud can significantly reduce the risk of security breaches and data leaks. This task becomes all the more critical when considering the diverse set of industries that rely on cloud infrastructure, from healthcare to financial services.</p><p>In finance for example, companies are employing AI technologies to enhance service delivery and customer experience. However, this increased reliance on AI demands better security measures to protect sensitive financial data. Similarly, healthcare organizations, tasked with protecting patient information, require consistent NHI management practices for safeguarding their cloud-based systems.</p><h3>Navigating Management Complexities Across Industries</h3><p>The variation in industry requirements necessitates a flexible approach to NHI management. In healthcare, for instance, regulatory frameworks like HIPAA mandate strict data protection standards, which can be supported through comprehensive secrets security management. Similarly, financial institutions can benefit from <a href="https://www.xurrent.com/whitepapers/modernizing-it-ops-with-ai-the-definitive-guide-for-service-and-operations-leaders" rel="noopener">modernizing IT operations</a> that incorporate robust security measures for NHIs.</p><p>DevOps and SOC teams also play a crucial role in bridging the gap between security and research and development efforts. The need for clear communication and aligned goals cannot be understated, where these teams work collaboratively to identify and address potential security risks. An effective approach to NHI management can ensure that these teams are working in harmony, reducing the chances of miscommunication and potential vulnerabilities.</p><h3>Strategic Insights for Enhanced Security</h3><p>Why is it so important to have a strategic approach? For one, a well-thought-out NHI management strategy allows organizations to remain agile in evolving threats. By adopting a proactive stance in machine identity management, companies can identify vulnerabilities before they become exploits, ensuring the integrity of their digital infrastructure.</p><p>Moreover, integrating NHI management into cybersecurity strategies enables organizations to adhere to compliance requirements more effectively. For instance, healthcare entities can leverage centralized control systems to facilitate better data protection and audit capabilities, which are essential for both compliance and security.</p><p>Where organizations continue to navigate, the role of NHIs in maintaining robust security frameworks cannot be overstated. Whether in financial services, healthcare, or beyond, managing these non-human actors with precision and foresight is paramount for ensuring that companies remain secure, compliant, and efficient.</p><p>With industry leaders continue to invest in AI technologies and cloud infrastructure, the strategic importance of managing these machine identities and their secrets will only grow. Companies that take these challenges seriously and adopt comprehensive NHI management practices will be better positioned to safeguard their digital ecosystems and stay competitive.</p><h3>The Pivotal Role of DevOps and SOC Teams in NHI Management</h3><p>What can organizations do to improve communication between security teams and research and development (R&amp;D) efforts? Organizations often face a disconnect between these departments, which can inadvertently introduce vulnerabilities. As part of the solution, DevOps and Security Operations Center (SOC) teams play an instrumental role in creating an environment where security is built-in from the ground up.</p><p>By integrating security practices within the DevOps process, known as DevSecOps, the identification and mitigation of potential risks associated with non-human identities become more streamlined. SOC teams can set up continuous monitoring to ensure that NHIs behave as expected, issuing alerts whenever unusual activity is detected. This collaboration aligns security with business objectives, minimizing the risk of mishaps and substantially increasing the likelihood of identifying threats before they evolve into breaches.</p><p>Moreover, DevOps teams can leverage automated tools that apply security patches and rotate credentials without human oversight. This proactive approach ensures NHIs are consistently maintained at optimal security levels while reducing the possibility of human error—an often overlooked but common vulnerability in systems where manual processes prevail.</p><h3>Data-Driven Insights Driving Security Enhancements</h3><p>How can organizations take advantage of data-driven insights to manage their NHIs more effectively? By collecting and analyzing data across all phases of the NHI lifecycle, from creation to decommissioning, organizations can glean valuable insights that inform security strategies.</p><p>Consider the financial services sector, where the implementation of AI-driven analytics can significantly facilitate the examination of machine identity behaviors. By cross-referencing these behaviors with baseline performance metrics, discrepancies that might indicate security lapses can be swiftly identified. This proactive stance is essential, given that the financial sector is a lucrative target for cybercriminals seeking to exploit seemingly minor vulnerabilities.</p><p>Further supporting the use of data-driven approaches, healthcare organizations can benefit from analysis that helps pinpoint where, when, and how NHIs access sensitive data. This information is invaluable for crafting security policies that restrict access to only those machine identities that genuinely require it, thereby mitigating unnecessary exposure.</p><p><a href="https://ai.princeton.edu/news" rel="noopener">AI developments</a> enhance the discovery process, enabling predictive analytics that further optimize NHI management by identifying potential future vulnerabilities based on historical data. These insights not only improve current security measures but also inform future security architecture designs.</p><h3>Cultivating a Security-First Culture</h3><p>Why is cultivating a security-first culture crucial? The effectiveness of any NHI management strategy is directly linked to organizational culture. When cybersecurity is inherently prioritized across all levels of a company, from the executive suite to front-line employees, it creates an environment where risk factors are proactively addressed.</p><p>Organizational training sessions that highlight the importance of NHIs can elevate awareness of the risks involved with these identities. Further, all stakeholders must comprehend that cybersecurity is a collective responsibility. Creating a culture that emphasizes secure practices reinforces the importance of vigilance and compliance with established protocols.</p><p>Continuous education programs and workshops further build a culture of security. Employees across departments should be regularly updated on the latest cybersecurity threats and trends, and how these could specifically affect non-human identities within cloud environments. Additionally, having clear communication channels where employees can quickly report suspected incidents is invaluable for swift threat response.</p><h3>The Future of NHI and Secrets Management</h3><p>Can organizations anticipate the future of NHI management practices as non-human entities become ever more ubiquitous? Indeed, the horizon promises an increase in the complexity and volume of machine identities, particularly as AI, automation, and machine learning technologies continue to evolve.</p><p>We will likely witness advancements in automated systems that will not only manage NHIs but will also utilize machine learning to predict potential misuse or suspicious behavior patterns of these identities. Aiding this future, fields like hardware security increasingly offer novel ways to securely store and handle NHI secrets in cloud environments.</p><p>For industries wielding AI-centered strategies to push toward innovation, evolving their machine identity management alongside technological advancements is an imperative. For example, insights gained from utilizing GPUs in <a href="https://www.mirantis.com/blog/improving-gpu-utilization-strategies-and-best-practices/" rel="noopener">enhanced computational practices</a> can drive more efficient resource allocation and generate better strategies for managing NHIs efficiently.</p><p>Where organizations strive to become future-ready, continually updating strategies and investing in research to better understand the dynamics of NHI security management will not only secure but also support their broader mission to innovate responsibly and securely.</p><p>The post <a href="https://entro.security/are-ai-security-measures-getting-better-annually/">Are AI security measures getting better annually</a> appeared first on <a href="https://entro.security/">Entro</a>.</p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2025/11/are-ai-security-measures-getting-better-annually/" data-a2a-title="Are AI security measures getting better annually"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fare-ai-security-measures-getting-better-annually%2F&amp;linkname=Are%20AI%20security%20measures%20getting%20better%20annually" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fare-ai-security-measures-getting-better-annually%2F&amp;linkname=Are%20AI%20security%20measures%20getting%20better%20annually" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fare-ai-security-measures-getting-better-annually%2F&amp;linkname=Are%20AI%20security%20measures%20getting%20better%20annually" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fare-ai-security-measures-getting-better-annually%2F&amp;linkname=Are%20AI%20security%20measures%20getting%20better%20annually" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fare-ai-security-measures-getting-better-annually%2F&amp;linkname=Are%20AI%20security%20measures%20getting%20better%20annually" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div><p class="syndicated-attribution">*** This is a Security Bloggers Network syndicated blog from <a href="https://entro.security/">Entro</a> authored by <a href="https://securityboulevard.com/author/0/" title="Read other posts by Angela Shreiber">Angela Shreiber</a>. Read the original post at: <a href="https://entro.security/are-ai-security-measures-getting-better-annually/">https://entro.security/are-ai-security-measures-getting-better-annually/</a> </p>