metrics
Safeguard articles tagged "metrics" — guides, analysis, and best practices for software supply chain and application security.
19 articles
The AI Code Percentage On Your Dashboard Is a Floor, Not a Measurement
Commit-level attribution answers 'lines added by commits an assistant co-authored'. That is a different sentence from 'lines an AI wrote', and the gap between them is where governance metrics go wrong.
The DevSecOps metrics that actually indicate program maturity
CISA's KEV directive now demands 3-day fixes for the riskiest bugs. Here's why raw finding counts are the wrong way to measure a DevSecOps program.
Measuring AppSec ROI: Metrics That Prove Your Program Works
You cannot fund an application security program on fear forever. Here is how to measure AppSec ROI with metrics executives believe — cost avoided, MTTR, and the leading indicators that predict both.
Software Supply Chain Security for Engineering Managers
Engineering managers sit where delivery pressure meets inherited risk. Here is how to own dependency security without stalling the roadmap — what to prioritize, which metrics to track, and how to make remediation a normal part of the sprint.
AppSec Program Management: Building One That Sticks
AppSec program management is the discipline of turning scattered security tools into a governed, measurable program with owners, policies, and metrics. Here is how to build one.
Vulnerability Management Dashboard Blueprint 2026
A 2026 blueprint for vulnerability management dashboards: which metrics belong on executive, manager, and engineer views, and how to avoid the common failure modes.
Supply Chain Security Metrics for Executive Reporting
A field-tested board-level metrics framework for supply chain security, covering MTTR, reachable risk, SBOM coverage, and vendor posture with dollar-tied targets.
How Reachability Cuts Your Vulnerability Backlog 80%
The 80% backlog reduction from reachability isn't marketing. It's a measurable property of how transitive dependency graphs actually expose risk to a specific application.
Vulnerability Management SLA Benchmarks 2026
What credible 2026 vulnerability management SLAs look like across severity tiers, internet exposure, and reachability — with data from real programs.
Enterprise AI Metric Design For Executive Reporting
AI-for-security metrics that show up on board slides are different from the ones engineers use day-to-day. Designing both sets properly is the work.
How to Build a Vulnerability SLA Dashboard
Track remediation SLAs across projects with a self-service dashboard that surfaces aging findings, breach risk, and team accountability — complete code inside.
OpenSSF Scorecard Adoption Metrics: Late 2024
OpenSSF Scorecard crossed 1M scanned repos in October 2024. We break down adoption, score drift, and which checks are actually predictive.
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