A repeatable, multi-source reporting framework built to account for every device — including those that wouldn't appear in a standard patch report. I cross-reference two data sets, classify devices by real-world patch status, de-duplicate at scale, and deliver per-client reports with visual summaries ready for review.
Standard patch reports only surface devices with active patch inventory. Offline machines, devices with broken agents, and those with Windows Update issues vanish entirely — creating a false picture of compliance.
A deliberate sequence that preserves data integrity at every stage — from raw exports to a clean, classified, client-ready dataset.
Every device in the final report lands in one of four classifications. Each one is a deliberate decision — not a default — based on cross-referencing multiple signals.
The process ends with per-client reports that are accurate, deduplicated, and ready for distribution — complete with visual summaries.