The same data flows through six stages — each a read over the one before it. IP Fabric is ground truth on both ends: inventory in, reachability proof in the middle. Nothing is ever executed against any network.
Exposure isn't a sum — it's a product. If any one factor is zero (no path, feature off, firewall drops it), the whole finding falls to zero and drops off the list. That is how a scary CVE with no route gets demoted, from data — not asserted.
the scoreboard is computed from the data, never hardcoded — a KEV + reachable item must outrank a CVSS-9.8 with no path
LIVE, CONCEPT, or MIRROR — and that tag drives the badges you see. The honesty is baked into the data model, not the marketing. The whole stack also runs offline on recorded fixtures (MIRROR) that are the exact recorded live responses — so mirror equals live by construction, and a single shared parser reads both.