Blog By Tag: Exposure Management


The Unsung AI Hero: Data Normalization
Discover why data normalization is the “unsung hero” of AI-driven security and how it prevents hallucinations in exposure management


Preventing SCA Findings From Becoming a Remediation Bottleneck
Learn how aggregating SCA CVEs by dependency reduces ticket sprawl and speeds remediation for AppSec and engineering teams.


The Future of the Cybersecurity Workforce in an AI-Driven Era
New research reveals how AI is reshaping the cybersecurity workforce, from burnout and skills shifts to the rise of the AI-era cyber leader.

Isometric cutaway of a muted purple office building where a half-open back door, a window left ajar, a side entrance behind boxes, a key left in a rear door, and a cable running to a small shed all glow mint green, next to the title

What Is an Attack Surface? Real-World Examples and How to Shrink Yours
Real-world examples of an attack surface and practical steps to shrink yours.

Mixing console with four faders labeled CVSS, EPSS, KEV and CONTEXT feeding one LED risk meter, next to the title

Vulnerability Scoring: How to Build a Model That Reflects Your Real Risk
How vulnerability scoring works and how to build a model that reflects your real risk.

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Attack Surface Cyber Security: How to Run an Attack Surface Analysis
Attack surface cyber security starts with analysis so you can fix what matters most.

Three translucent purple panels stand in a row on a dark grid. A magenta beam of light passes through the one hole that lines up in all three and hits a glowing point. Beside them is the title

Threat vs Vulnerability vs Risk: How Each One Changes Your Response
The difference between threat vs vulnerability vs risk and how to respond to each.

Wooden card catalog drawer filled with CVE index cards, with four cards prominently stamped “EXPLOITED” in red, representing vulnerabilities in the CISA Known Exploited Vulnerabilities Catalog.

What Is the CISA Known Exploited Vulnerabilities Catalog?
A breakdown of what the CISA Known Exploited Vulnerabilities Catalog is and how to use it to prioritize remediation.

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What Is CVE? How CVE IDs Are Assigned, Read and Used
What is CVE? How CVE IDs are assigned, how to read one, and where CVE data falls short.