Not ready for a demo?
Join us for a live product tour - available every Thursday at 8am PT/11 am ET
Schedule a demo
No, I will lose this chance & potential revenue
x
x

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.
Block quote
Ordered list
Unordered list
Bold text
Emphasis
Superscript
Subscript

The most effective metrics are the ones engineers can act on directly: Mean Time to Acceptable Risk (MTTAR), Security Debt Velocity, Security Coverage Drift, Security Signal-to-Noise Ratio, Security Integration Friction Score, Vulnerability Escape Rate, Security Champion Engagement Index. These focus on outcomes and collaboration instead of raw vulnerability counts.
MTTR (Mean Time to Remediate) measures how long it takes to fix a vulnerability. MTTAR (Mean Time to Acceptable Risk) is more realistic: it tracks how long it takes to reduce a vulnerability to an agreed-upon risk threshold. That might include temporary fixes, compensating controls, or architectural changes instead of waiting for a perfect patch.
Security Debt Velocity measures how fast your backlog of security issues grows or shrinks compared to your ability to fix them. The formula is: (New vulnerabilities per sprint) – (Vulnerabilities fixed per sprint) = Security Debt Velocity A negative velocity means you’re reducing backlog faster than creating it.
Security Coverage Drift tracks how much of your systems are covered by automated security testing over time. If your scan coverage drops as new code, APIs, or cloud resources are added, that’s drift. It highlights blind spots before they become breaches.
The formula is: (Valid security findings ÷ Total security alerts) × 100 A higher ratio means fewer false positives and less wasted engineering time. For example, good dependency scanning tools often hit 70–90% validity, while SAST tools usually land around 60–80%.
This score measures how much security slows down development. It looks at things like: Extra time added to pull request reviews, Percentage of builds failing security checks, Security-related rollbacks in production, Time developers spend in security meetings. Low friction means security fits smoothly into engineering workflows.
Vulnerability Escape Rate measures how many issues slip into production despite security controls. The formula is: (Vulnerabilities found in production ÷ Total vulnerabilities found) × 100 It shows how effective your shift-left practices and pre-production security checks really are.
You measure champion engagement with a mix of activity and influence: Number of active champions per team, Security-related commits or improvements driven by champions, Completion of training programs, Security fixes or initiatives started by champions, Stronger engagement usually means less pushback from engineers and better adoption of secure practices.
Because most traditional metrics—like vulnerability counts—don’t reflect engineering reality. They create unmanageable backlogs and don’t show progress. Metrics like MTTAR, signal-to-noise ratio, and friction score respect engineering trade-offs and focus on outcomes instead of raw numbers.
Bring them into existing rituals instead of creating new ones: Sprint retrospectives: Security debt velocity and friction scores, Quarterly planning: Coverage drift and escape rates, Architecture reviews: Champion engagement and signal-to-noise ratio. This makes security part of the normal development conversation.

.png)



Koushik M.
"Exceptional Hands-On Security Learning Platform"

Varunsainadh K.
"Practical Security Training with Real-World Labs"

Gaël Z.
"A new generation platform showing both attacks and remediations"

Nanak S.
"Best resource to learn for appsec and product security"





.png)



Koushik M.
"Exceptional Hands-On Security Learning Platform"

Varunsainadh K.
"Practical Security Training with Real-World Labs"

Gaël Z.
"A new generation platform showing both attacks and remediations"

Nanak S.
"Best resource to learn for appsec and product security"




United States11166 Fairfax Boulevard, 500, Fairfax, VA 22030
APAC
68 Circular Road, #02-01, 049422, Singapore
For Support write to [email protected]


