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World of Software > Computing > No Time to Waste: Embedding AI to Cut Noise and Reduce Risk
Computing

No Time to Waste: Embedding AI to Cut Noise and Reduce Risk

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Last updated: 2025/10/08 at 5:30 AM
News Room Published 8 October 2025
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Artificial intelligence is reshaping cybersecurity on both sides of the battlefield. Cybercriminals are using AI-powered tools to accelerate and automate attacks at a scale defenders have never faced before. Security teams are overwhelmed by an explosion of vulnerability data, tool outputs, and alerts, all while operating with finite human resources. The irony is that while AI has become a dominant theme in cybersecurity, many enterprises still struggle to apply it effectively within their programs.

The problem isn’t access to information, as teams already have more data than they can process. It’s cutting through the noise and focusing on what truly matters. AI is crucial here. Not only can it make security teams more efficient, it can generate insights that would be impossible to gather at scale or in real time without machine assistance. If adversaries are already weaponizing AI, then defenders must embed it into their strategies as well or risk falling further behind in a fight that is moving faster every day.

Where to Embed AI to Deliver the Most Impact

To keep pace with adversaries, defenders should focus on these key areas where AI provides the greatest advantage:

  • Deduplication and correlation: Cut through redundant data to create a trusted view of risk.
  • Prioritization: Ensure limited resources are spent on the exposures that matter most.
  • The intelligence layer: Augment human judgment with context, simulations, and recommendations.

Together, these elements form the foundation of an AI-driven exposure management strategy to enable organizations to reduce risk continuously rather than reactively.

Security tools are quickly developing AI to enhance decisions and analysis. When evaluating solutions, choose those with proven investment in AI and a clear vision for expansion. PlexTrac, the Pentest Report Automation & Threat Exposure Management platform, introduced AI in 2024 and is actively expanding its use to help teams manage their centralized data across the vulnerability lifecycle.

Deduplication and Correlation: Creating a Clean Risk Picture

One of the biggest obstacles security teams face isn’t the absence of tools, but the overload they create. Multiple scanners, asset inventories, and threat feeds often surface the same vulnerabilities again and again. Duplicate findings create noise, slow remediation, and make it nearly impossible to see a clean picture of risk. Analysts often spend more time reconciling conflicting data than actually reducing exposures, especially when findings are scattered across siloed tools instead of centralized in one place where they can be managed together.

This is where AI can change the game. By normalizing, correlating, and deduplicating millions of records, AI can distill a massive dataset of duplicated vulnerabilities into a single, accurate, and correlated view. This clarity is the foundation for effective risk management. Without it, prioritization is guesswork.

With centralized data management, platforms like PlexTrac already automate parts of this process, and the next step is applying intelligence to ensure teams can rely on the data in front of them, free from noise, duplication, and distraction.

Prioritization: Smarter Risk Prioritization

Once your data is clean, the next challenge is deciding what to fix first. Traditional severity scores, like CVSS, often overwhelm teams with endless lists of “critical” issues. But severity doesn’t always equal risk. AI-driven prioritization blends exploit likelihood, asset exposure, business context, and real-time threat intelligence to surface the exposures that matter and have the highest impact on the business or likeliness of exploitation.

Instead of spreading resources thin, teams can narrow their focus on the vulnerabilities most likely to be exploited.

Platforms like PlexTrac have already released contextual risk-based scoring to prioritize remediation using relevant business context and are investing deeply in this intelligence-first prioritization to help organizations align security decisions directly with business outcomes.

The Intelligence Layer: Augment Human Analysis

The future of AI in cybersecurity isn’t about replacing analysts, but empowering them. AI can recommend areas of focus, surface potential exploits based on active threats, simulate attack scenarios, and enrich risk scores with live threat data. Analysts still make the calls, but with far more guidance, context, and confidence.

This “intelligence layer” bridges automation and human judgment to help teams shift from reactive compliance to business-aligned defense.

Platforms like PlexTrac are building toward this future, where defenders gain an edge not just in efficiency but in foresight.

Fight Back Against AI: Turn Data Into Defense

AI-powered deduplication and prioritization are the levers that determine whether organizations stay buried in noise or achieve measurable risk reduction. With adversaries already weaponizing AI, defenders must embed it into their strategies now.

Done responsibly, AI transforms the flood of security data into actionable insight, allowing teams to cut through chaos, focus resources, and fight back against attackers who are already wielding AI as a weapon.

As adversaries advance cyberattacks with AI, platforms like PlexTrac are investing heavily in advancing AI-driven capabilities to cut through noise, prioritize what matters, and reduce risk. See it in action by requesting a demo today.

Found this article interesting? This article is a contributed piece from one of our valued partners. Follow us on Google News, Twitter and LinkedIn to read more exclusive content we post.

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