Blast radius is calculated on demand by identifying both canonical mapped entities and observed historical queries that share the target URL. For each neighboring query, the system builds competitor sets from the property cache and runs N-sample ranker passes against baseline and winning variants, tracking the exact rank delta to quantify whether optimization on a primary query causes positive or negative cross-query spillover.