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African News Herald > Blog > Technology > Winning the war against adversarial AI starts with AI-native SOCs
Technology

Winning the war against adversarial AI starts with AI-native SOCs

ANH Team
Last updated: January 18, 2025 6:45 pm
ANH Team
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AI-native SOCs are the future of cybersecurity defense, as attackers are becoming increasingly sophisticated in their methods. Legacy systems are struggling to keep up with the speed and complexity of modern attacks, leading to alert fatigue, high turnover, and outdated tools. Security leaders are now turning to AI-native SOCs to improve detection and response capabilities.

Attackers are setting new speed records for intrusions, reducing the average breakout time for eCrime intrusions to just 62 minutes. They are utilizing generative AI, social engineering, interactive intrusion campaigns, and cloud vulnerabilities to exploit organizations with outdated cybersecurity measures. The need for faster threat detection and response is crucial in today’s cyber landscape.

George Kurtz, president and CEO of CrowdStrike, highlights the importance of rapid data analysis in detecting and responding to threats. Traditional SIEM systems are failing to deliver on their promises, leading organizations to seek better technology that offers instant time-to-value and increased functionality at a lower cost.

Gartner recommends improving detection and blocking capabilities to reduce incident numbers and enhance response capabilities. AI-native SOCs are seen as the solution to the challenges faced by security operations centers, including alert fatigue, talent shortage, and growing multi-domain threats.

Swivel-chair integration, where analysts switch between multiple screens to check alerts and clear false positives, is a common practice in most SOCs. This manual process hinders accuracy and speed in responding to threats. AI-native SOCs can streamline this process and provide real-time data sharing among different systems.

Chronic alert fatigue, talent shortage, multi-domain threats, complex cloud configurations, and data overload are some of the challenges that AI-native SOCs aim to address. By leveraging AI technology, SOC teams can improve accuracy, speed, and performance in threat detection and response.

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AI is already being used by cybercriminals to overcome cybersecurity measures, making it essential for organizations to incorporate AI into their defense strategies. Jeetu Patel of Cisco emphasizes the importance of integrating AI natively into core infrastructure to enhance cybersecurity readiness.

In conclusion, transitioning to AI-native SOCs is crucial for organizations looking to improve their cybersecurity posture in the face of evolving threats. By harnessing the power of AI technology, security teams can enhance their capabilities and stay ahead of cyber adversaries. The rise of AI-driven SOCs is transforming the landscape of cybersecurity and incident response. According to research firm predictions, by 2028, multi-agent AI in threat detection and incident response, including within SOCs, will increase from 5% to 70% of AI implementations. This shift is primarily focused on augmenting, rather than replacing, staff members.

One key area where AI-driven SOCs are making a significant impact is through the use of chatbots. These AI-based tools, such as CrowdStrike’s Charlotte AI, Google’s Threat Intelligence Copilot, and Microsoft Security Copilot, are providing faster turnarounds on a wide range of queries, from simple analysis to more complex anomaly detection. Chatbots are streamlining SOC workflows and assisting security analysts in their day-to-day tasks.

Another crucial aspect of AI-driven SOCs is the use of graph databases. These technologies allow defenders to see vulnerabilities in their systems from the perspective of attackers, who navigate through the system graph of a business. By leveraging graph databases, SOC analysts can track threats, intrusions, and breaches across the interconnected data of identities, systems, and networks, enabling faster and more accurate threat detection and risk prioritization.

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While AI is proving to be effective in reducing false positives, automating incident responses, and enhancing threat analysis, it is essential to recognize that AI-native SOCs still require human intervention to reach their full potential. Organizations that prioritize continuous learning and see AI as a tool for accelerating training and on-the-job results are ahead of the curve. AI should be viewed as a complement to human analysts, helping them focus on complex, strategic tasks while AI manages routine operations.

AI-driven SOCs have the potential to significantly reduce incident response times, with some organizations reporting up to a 50% decrease. As AI continues to evolve, incorporating proactive adversary simulations, continuous health monitoring of SOC ecosystems, and advanced endpoint and identity security, organizations will be better equipped to defend against evolving cyber threats.

In conclusion, the integration of AI into SOCs is revolutionizing the way cybersecurity teams detect and respond to threats. By leveraging chatbots, graph databases, and human-in-the-middle workflows, organizations can enhance their security posture and stay ahead of cyber adversaries. AI is not a replacement for human analysts but a valuable tool that can empower them to protect enterprises more effectively.

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