As the digital landscape evolves, AI-native Security Operations Centers (SOCs) are emerging as essential upgrades from traditional models burdened by outdated tools. These advanced SOCs harness artificial intelligence to dramatically enhance threat detection and response capabilities, efficiently managing the deluge of daily cyber threats through sophisticated, automated technologies. AI-native SOCs represent a transformative step forward, designed to preempt, tackle, and mitigate cybersecurity challenges more effectively, securing digital assets with cutting-edge precision.
What is a SOC?
A SOC is essentially the brain of an organization's cybersecurity operations. It operates around the clock, scrutinizing network behavior, detecting anomalies, and initiating responses to security incidents. Equipped with advanced tools and technologies, SOCs gather and analyze data across the organization's IT infrastructure, aiming to detect and respond to threats before they can cause harm. This centralized approach allows for a coordinated and comprehensive defense strategy, critical in safeguarding valuable digital assets.
However, as digital landscapes expand, traditional SOCs equipped with legacy tools like firewalls and signature-based antivirus programs struggle to keep up with the rapid proliferation of sophisticated cyber threats. Each day introduces new malware variants, rendering manual monitoring and outdated technologies insufficient. Therefore, there is a critical need for updates to tackle today’s complex vulnerabilities.
The Challenges with Traditional SOCs
Traditional SOCs play a key role in an organization’s cybersecurity by detecting, analyzing, and responding to security threats. However, as cyber threats become more advanced, these centers are facing critical barriers that hinder their operational efficiency and effectiveness. Let’s take a look at the key challenges they face:
- Limited Context and Visibility: SOCs often operate with disparate tools that do not synchronize, complicating analysts' ability to grasp the full context of security incidents. This fragmentation can lead to extensive manual efforts, alert fatigue, missed incidents and overlooked threats.
- Inadequate Scalability and Agility: With the growing complexity and volume of cyber threats , traditional SOCs find it challenging to scale and adapt to evolving business demands. Their struggle to automate processes exacerbates inefficiencies and leads to errors, diminishing productivity.
- Poor Alignment and Integration: Traditional SOCs often operate in silos, lacking integration with other departments and a clear understanding of business priorities. This misalignment hinders collaboration and leads to security gaps, increasing risks and inefficiencies.
Recognizing these challenges is crucial as it highlights the pressing need to reevaluate traditional SOC frameworks and consider adopting more integrated, scalable, and responsive solutions.
Key Insights from the Attack-Surface Threat Report
As organizations expand their digital footprint, their attack surfaces become more vulnerable to cyber threats. The Palo Alto Networks 2024 Threat Report highlights these growing risks and insights into the challenges organizations face in securing their evolving environments.
- Rapid Expansion: On average, 300 new services are added to organizational attack surfaces each month, significantly increasing exposure risks.
- Primary Risk Areas: IT and Networking Infrastructure, Business Operations Applications, and Remote Access Services account for 73% of high-risk exposures, which can be exploited for lateral movement and data exfiltration.
- Critical Exposures: More than 23% of vulnerabilities involve critical IT and security infrastructures that are accessible online, enhancing the potential for opportunistic cyber-attacks.
Benefits of AI-Native SOC
The integration of AI into Security Operations Centers (SOCs) modernises how organizations tackle cybersecurity challenges, offering a suite of benefits that enhance both efficiency and efficacy:
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- Accelerated Threat Detection: AI excels in analyzing massive data sets rapidly, significantly outpacing human capabilities in identifying potential security threats. This swift detection is critical in reducing the window of opportunity for cyberattacks to cause harm.
- Streamlined Automated Responses: AI's ability to automate responses drastically cuts down the time from threat detection to mitigation. This swift action helps contain threats quickly, preventing them from escalating and affecting larger network areas.
- Minimized Human Error: By automating routine and repetitive tasks, AI-driven SOCs reduce the likelihood of human error caused by fatigue or oversight, thereby enhancing the overall accuracy of the cybersecurity operations.
- Cost-Effective Operations: AI reduces reliance on large teams of security analysts by automating routine surveillance and analysis tasks, thereby decreasing operational costs while maintaining a high level of security vigilance.
- Proactive Threat Management: Beyond reactive measures, AI-driven SOCs employ advanced algorithms to predict and preempt potential threats by recognizing patterns and vulnerabilities that may not be immediately apparent to human analysts.
- Consistent 24/7 Monitoring: AI systems deliver uninterrupted, round-the-clock monitoring, ensuring threats are detected and addressed instantly, providing continuous protection against intrusions.
These advancements highlight the strategic value of AI-native SOCs in creating a more secure, responsive, and efficient cybersecurity environment.
AI’s Impact on Cybersecurity Operations: Key Findings
KPMG's study reveals several key advantages of integrating AI into Security Operations Centers, showcasing how technology enhances cybersecurity capabilities:
- 38% report staying ahead of new and evolving security threats.
- 38% notice increased agility in security operations.
- 36% see improvements in measurement and reporting on security.
- 33% observe an increase in productivity, freeing up resources.
- 29% recognize improvements in employee experiences.
- 26% note enhancements in overall business resilience.
- 25% find it easier to attract and retain top security talent.
- 24% appreciate better client/customer experiences.
These findings emphasize the transformative impact of AI on security practices.
Strategic Implementation of AI-Native SOCs
To effectively integrate AI-native capabilities into Security Operations Centers, organizations should follow these detailed strategies:
- Comprehensive Evaluation: Begin by conducting a thorough assessment of your current security landscape. This includes identifying strengths and pinpointing areas that will benefit most from AI enhancement, ensuring that the integration is both strategic and impactful.
- Goal Setting: Clearly define what you aim to achieve with your AI-native SOC. These goals should align with broader business objectives and could include enhancing threat detection capabilities, reducing incident response times, or optimizing the use of security resources.
- Technology Integration: Select AI and machine learning technologies that integrate seamlessly with your existing security infrastructure. This step often involves choosing between custom-developed solutions from vendors or adaptable open-source tools that meet specific security needs.
- Team Development: Build a skilled team that combines expertise in AI, cybersecurity, and data science. This team is crucial for the development, deployment, and ongoing management of the AI-native SOC, and should engage in continuous learning to stay ahead of evolving cyber threats.
- Pilot Testing: Implement pilot projects to test AI systems in controlled environments. These projects help refine the technology and methodologies before a full-scale rollout, addressing any operational challenges that arise.
- Ongoing Monitoring and Evolution: Continuously monitor the effectiveness of the AI-native SOC, adapting and optimizing processes based on real-world performance and feedback. This includes refining AI models to better predict and mitigate emerging threats.
By following these strategies, organizations can ensure a robust and responsive AI-native SOC that enhances cybersecurity defenses and operational efficiency.
Conclusion
To effectively harness AI in Security Operations Centers (SOCs), organizations must adopt a proactive approach. Utilizing AI to analyze data enhances decision-making, optimizes resource allocation, and strengthens security postures. By automating responses and refining threat detection, SOCs can rapidly address vulnerabilities and anticipate potential threats, ensuring robust security resilience. Additionally, continuous monitoring of AI performance and alignment with best practices further empower SOCs, enabling them to maintain long-term effectiveness and adapt to evolving cybersecurity landscapes