FixWhatMattersFirst,NotWhatScoresHighest
CVSS scores rank severity. Strobes ranks real-world risk using exploit intelligence, asset criticality, threat data, and business context.
Your team has thousands of critical findings. They can't fix all of them. Eighty percent of vulnerabilities aren't exploitable in a given environment. Strobes AI replaces CVSS-driven guesswork with multi-factor prioritization that focuses on the 20% that represents 80% of actual risk.
CVSSAloneCreatesaPrioritizationIllusion
A CVSS 9.8 on an isolated test server is not the same as a CVSS 7.2 on your payment processing API. But CVSS can't tell you that.
CVSS measures theoretical severity - it doesn't consider:
- Exploitability - is there a working exploit in the wild?
- Reachability - can an attacker actually reach this asset from the internet?
- Business impact - what happens to revenue if this is compromised?
- Compensating controls - does your WAF already block this attack?
- Active threats - are threat actors targeting this vulnerability right now?
The result: your team treats every CVSS 9+ as a fire drill, while truly dangerous exposures on critical assets sit unpatched because they only scored 7.2.
Six Factors That Define Real-World Risk
Exploit Intelligence
Is there a known exploit in the wild? Is it being actively used? Strobes correlates with CISA KEV, ExploitDB, and threat intelligence feeds to surface findings with proven exploits.
Asset Criticality
Is this a crown jewel or a test server? Business criticality from the scoping phase flows directly into prioritization scoring.
Reachability
Can an attacker reach this asset from the internet? Internal-only assets with no network path from the perimeter score lower than internet-facing services.
Business Context
What data does this asset process? Which customers does it serve? A vulnerability on a PCI-scoped payment system demands immediate attention.
Active Threats
Are threat groups targeting this vulnerability? Real-time threat intelligence from CISA, MITRE ATT&CK, and commercial feeds identifies actively exploited CVEs.
Compensating Controls
Does your WAF, EDR, or network segmentation mitigate this vulnerability? Existing controls reduce real-world risk even when the vulnerability exists.
Prioritization in Four Steps
Ingest All Findings
Strobes ingests every finding from discovery (vulnerabilities, misconfigurations, exposed secrets, and excessive permissions) into a unified finding store.
Apply Multi-Factor Scoring
Each finding is scored against six risk factors: exploit intelligence, asset criticality, reachability, business context, active threats, and compensating controls. The result is a Strobes Risk Score that reflects real-world exploitability.
Group and Correlate
Related findings are grouped by root cause, asset, and attack path. Instead of 50 individual CVEs, your team sees one actionable issue with full context and a clear remediation path.
Surface the Critical 20%
The top 20% of findings, those that represent 80% of actual risk, are surfaced for immediate action. The remaining 80% are tracked but deprioritized, freeing your team to focus on what matters.
Strobes Prioritization vs. CVSS-Only Sorting
PrioritizationImpact
AI scoring removes false priorities and surfaces what actually matters.
Focus on the 20% of findings that represent 80% of actual risk.
Teams fix faster when they know exactly what to fix and why.
Context-driven prioritization leads to measurably lower breach risk.
“Wewentfrom12,000"critical"findingsto340thatactuallymattered.Ourengineeringteamstoppedignoringsecurityticketsbecausetheyfinallytrustedtheprioritization.Meantimetoremediatedroppedby4×.”
Head of Application Security
Head of AppSec · Series C Fintech
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Prioritization: Frequently Asked Questions
Stopfixingeverything.Startfixingwhatmatters.
Replace CVSS-driven guesswork with multi-factor prioritization that focuses your team on real risk.
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