Blog

DeRISK QVM: Risk-Based OT Vulnerability Management For Data Centers

Data Centers can’t afford generic patch lists. In OT environments—where downtime hits revenue and safety—risk-based vulnerability management outperforms CVSS & EPSS-only sorting. This guide explains how DeRisk Quantified Vulnerability Management (QVM) helps CISOs and OT security leaders prioritize by business impact, not just technical severity.   


The Problem with CVE Lists in OT   

  • Maintenance windows are scarce and patching can disrupt production, or not be available at all.   
  • A “critical” score doesn’t reflect exploit likelihood, asset criticality or business criticality.   
  • Teams waste time on low-impact issues while high-risk exposures persist.   

 

What “Risk-Based” Actually Means   

Risk = likelihood × impact. For vulnerabilities, that means blending:   

  • Exploit likelihood (e.g., CVSS, EPSS, threat intel, active exploits)   
  • Asset criticality (process importance, safety, revenue)   
  • Exposure/attack path (network reachability, cybersecurity controls)   
  • Business impact (modeled financial loss if exploited)   

How DeRISKTM QVM Works (Step-by-Step)  

5-Step-1-1

Data Centers Use Case  

 A leading global hyperscale data center operator conducted assessments across its global sites. Instead of relying solely on CVSS and EPSS rankings, DeRISK™ QVM pinpointed the vulnerabilities with the highest financial impact, helping teams focus limited maintenance windows on the most critical fixes.  

Example Findings (anonymized)  

CVE   

Exposed Devices   

EPSS (est.)   

Total Annual Loss Reduction   

CVE-XXXX-XXXXX 

300 

0.03  

$105,000 (approx) 

CVE-XXXX-XXXX  

200 

0.03  

$60,000 (approx) 

 

Before/After   

Before: Long CVE list by severity; little clarity on business impact.   

After: Vulnerability insights (Across all Data centers):  

  • Total CVEs: 4,500 (approx)  
  • Distinct CVEs: 20  
  • Risky CVEs:  
  • 0 in CISA KEV catalog  
  • Risky / Distinct: 10.0%  
  • Top 5 CVEs : Drive 100.0% of overall risk  
  • Top 5 CVEs Present in 3 facilities  
  • 0 in CISA KEV catalog  
  • Top 5 as  % of distinct CVEs: 10.0%  
  • Riskiest Data Centers: Two data centers located in the EU 
  • Riskiest Devices: Network Switch Vendor 1 and HMI Vendor 1 

Picture 1 copy

 

CVSS vs EPSS vs Risk-Based: What to Use When   

Approach  

What It Does   

Useful When   

Limits in OT   

CVSS   

Technical severity based on base metrics   

Quick triage, compliance baselines   

Ignores exploit likelihood & business impact   

EPSS   

Probability a CVE will be exploited   

Threat-led prioritization   

Doesn’t include asset criticality or cost   

Risk-Based (QVM)   

Combines likelihood + impact (financial) enabling risk-based vulnerability management   

Maintenance-constrained OT, board reporting  

Requires data inputs & modeling assumptions   

 

Outcomes & KPIs to Track   

  • Risk reduced ($): delta in modeled exposure post-remediation   
  • High-risk exposure reduction: % of top-decile items addressed   
  • Mean time to remediate (MTT-R): prioritized items only   
  • Actions without patch: % risk reduced via compensating controls   
  • Time-to-decision: from detection → scheduled change   

  

Implementation Considerations in OT   

  • Maintenance windows: Coordinate with production; batch changes.   
  • Vendor constraints: Respect warranties; use vendor-approved mitigations.   
  • Compensating controls: Network segmentation, allowlists, monitoring.   
  • Safety & quality: Align with plant SOPs and change control.   

Ready to align remediation with business impact? Click here book a DeRISKTM QVM demo and see DeRISKTM  QVM in action. 

DeRISK QVM Demo →

  

FAQs   

  • What is risk-based vulnerability management?  
 It’s the practice of prioritizing vulnerabilities by likelihood of exploit and business impact, not just technical severity.   

  

  • EPSS vs CVSS—what’s the difference?  
CVSS measures technical severity; EPSS estimates exploit probability. DeRISKTM QVM uses both alongside asset criticality and financial impact modeling.   

  

  • How do I prioritize CVEs when patching is hard in OT?  
Use DeRISKTM QVM to target the highest-risk items first and apply compensating controls (segmentation, tuning, monitoring) when patching must wait.   

  

  • How do you quantify the business impact of a CVE?  
 DeRISKTM QVM models potential loss using downtime costs, asset criticality, CVSS & EPSS-weighted likelihood, and exposure paths over a defined time horizon.   

  

  • What metrics should CISOs track?  
Modeled risk reduced ($), MTT-Remediate for prioritized items, percent of high-risk exposure reduced, and percent of risk reduced without patch.