The growth of vulnerability data makes one thing obvious: security teams cannot depend on raw feeds alone. The useful work happens when external advisories are connected to internal product reality.
The Volume Problem
More CVEs means more triage pressure. Without context, security teams receive long lists that look urgent but do not clearly map to what the organization actually runs.
Internal Context Is The Missing Layer
A practical vulnerability workflow needs asset names, software versions, package data, owners, environments, network exposure, and business criticality.
Why Matching Quality Matters
Bad matching creates false positives and missed findings. Stronger systems combine CPE, keyword matching, version comparison, vendor normalization, and explainable confidence.
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