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Why More AI Doesn't Guarantee Better Vulnerability Management Outcomes

AI is everywhere in vulnerability management right now. Technology vendors in all areas are adding new features and making bold claims about revolutionary capabilities. But here's the reality, especially for vulnerability and exposure management: more AI doesn't automatically mean less risk. The gap between AI's promise and its practical impact in enterprise vulnerability management is wider than most organizations realize.

Exposure Assessment Platforms Are Here and They're a Big Part of Successful CTEM

Gartner released its 2025 Magic Quadrant for Exposure Assessment Platforms in November 2025. The new categorization detailed in the report is something we view as a natural progression in response to the way enterprise risk has evolved over the years. It’s a move away from viewing vulnerabilities in a vacuum and looking at a more complete picture of the risk today’s enterprises face.

Why AI Features Don't Equal Better Vulnerability Management

AI is becoming table stakes in vulnerability and exposure management. In this candid webinar conversation, Chris Ray, Field CTO at GigaOm, and Will Gorman, CTO and leader of AI initiatives at Nucleus Security, challenge the assumption that more AI automatically leads to better outcomes.

Internet Exposure as a Critical Layer of Context in Vulnerability Management

During a recent video interview, we spent time unpacking a deceptively simple question: what actually makes a vulnerability critical? Severity scores, exploitability, and asset importance all factor into the answer. But one layer of context consistently changes the urgency of a finding more than most teams expect: internet exposure. The difference between a vulnerability that exists and one that matters often comes down to whether an attacker can reach it.

CISA BOD 26-02 and the Next Phase of Vulnerability Management

CISA recently published BOD 26-02, the latest Binding Operational Directive shaping how federal agencies manage cyber risk. While attention often gravitates toward highly visible directives like KEV, this one matters for a different reason: it raises the standard for how lifecycle risk must be tracked and sustained over time. BOD 26-02 is described as guidance on unsupported edge devices, which is accurate but incomplete.

Why This Moment Matters: Announcing our Series C Funding

Today, we announced our Series C funding. I want to start by saying thank you to Delta-v Capital and Arthur Ventures for their partnership and conviction in what we’re building. We’re grateful for their support and for the trust they’ve placed in our team. They didn’t invest because Nucleus tells a good story.

Internet Exposure and Vulnerability Risk: Why Reachability Changes Everything

In this conversation, Ryan Cribelar, R&D Engineer at Nucleus Security, breaks down why internet exposure is one of the most important layers of context in vulnerability and exposure management. Security teams are flooded with vulnerability data, but not every finding carries the same level of risk. As Ryan explains, whether a vulnerability is reachable from the internet can dramatically change how urgent it really is. Internet exposure shortens the path from discovery to exploitation and often determines whether a vulnerability is theoretical or immediately actionable.