AI & ML

Evolving Security Strategies: The Need for Continuous Offensive Testing in AI-Driven Environments

In an era dominated by AI, CISOs must embrace enhanced offensive security practices, prioritizing continuous testing to combat escalating vulnerabilities.

Oct 07, 2026 ● 3 min read
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The growing prevalence of AI has presented CISOs (Chief Information Security Officers) with unprecedented challenges. As vulnerabilities multiply, the pressure mounts to prioritize fixes effectively. Snehal Antani, CEO of Horizon3.ai, highlights the critical nature of decision-making in this landscape—where neglecting to address a vulnerability can lead to significant breaches and, ultimately, disastrous consequences.

Attacks are becoming increasingly sophisticated. Rich Mogull, chief analyst at the Cloud Security Alliance, points out that AI not only enhances attackers' abilities but also enables them to execute continuous operations at an accelerated pace. “Adversaries can now scale their efforts, leveraging AI to improve their proficiency,” he notes. This evolving threat landscape urges CISOs to reassess their vulnerability management strategies and shift to a more offensive security posture.

Historically, organizations relied on traditional patching schedules like Microsoft's infamous Patch Tuesday. Edna Conway, former chief security and risk officer for Microsoft’s cloud, suggests those days are gone. She refers to the need for a shift toward real-time anomaly detection, underscoring how offensive cybersecurity techniques must play a central role in safeguarding systems.

Increasing Frequency of Penetration Testing

For many organizations, compliance-based penetration tests have typically occurred annually. However, with AI driving rapid exploitability of vulnerabilities, a continuous testing approach is undeniably necessary. Nick Winter, SVP of frontier lab security at Gray Swan, emphasizes that vulnerabilities could be exploited within hours, necessitating ongoing pen testing cycles. He advocates for real-time, automated assessments that can swiftly identify and address weaknesses.

These automated processes are vital for prioritizing the numerous vulnerability alerts from advanced systems. Experts suggest focusing not only on individual vulnerabilities but also on understanding how they can be chained together, potentially leading to more severe risks. “There could be a minor vulnerability that, when combined with others, allows for lateral movement within a system,” states Dan Rapp, chief AI and data officer at Proofpoint. The capacity for AI models to simulate adversarial tactics could also elevate the standards for security testing.

While traditional annual assessments remain valuable, a shift toward continuous monitoring is essential. Diana Kelley, CISO of Noma Security, expresses a future vision where organizations embrace perpetual self-assessment processes to adapt to the ever-present nature of cyber threats.

The Role of Human Expertise

Even as automated solutions proliferate, the importance of human expertise in offensive security is paramount. Traditional red teaming encompasses physical security assessments and deceptive methodologies that automated tools simply cannot replicate. Mogull asserts the continued relevance of skilled pen testers who bring a wealth of experience to their evaluations, often transforming advanced testing into comprehensive security strategies.

Winter concurs, acknowledging that while automation enhances response times, foundational knowledge of offensive techniques is irreplaceable. Maintaining a balance between automated and manual testing is crucial for effective security operations. Kelley emphasizes that while AI can improve efficiency, cybersecurity teams must retain personnel with core knowledge to navigate the complexities of offensive security tools.

As the demand for talent evolves, concerns about the pipeline of cybersecurity professionals emerge. Mogull warns against over-automation, which could stunt the growth of junior professionals who need hands-on experience to ascend to senior roles. He advocates for training newcomers in both automated frameworks and traditional skills to ensure a well-rounded security team.

Strategies for CISOs Navigating AI-Centric Security

For organizations lacking established offensive security teams, Antani cautions against attempting to build internal capabilities solely reliant on AI tools. He argues that the complexities and resource demands of creating a competent red team necessitate reliance on external expertise. Understanding the AI strategies of third-party penetration testing firms becomes critical for CISOs to ensure they are equipped for modern threats.

Different industries require varied approaches, as Kelley illustrates. Large corporations often benefit from robust red teams, while smaller organizations in sectors like healthcare may only engage in annual tests with minimal in-house capabilities. Antani advises organizations to redirect focus towards enhancing internal remediation processes, prioritizing investments in automation to expedite fixes while seeking trusted external partners for offensive security.

In the face of escalating threats driven by AI capabilities, CISOs must be proactive in adapting their security frameworks. Emphasizing continuous offensive security operations and retaining human expertise will be crucial as they navigate a rapidly changing digital landscape.

Source: Robert Davis · www.csoonline.com

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