Competitor exclusions operate through a two-stage enforcement pipeline: the system first pulls banned domains from the property's co-link policy and appends explicit prohibition directives to the Red Team writer's prompt. Following generation, a deterministic post-check scans the raw markdown for linked and unlinked mentions using word-boundary regex patterns, immediately assigning a banned-link verdict and folding the draft before the Blue Team detector runs to conserve downstream evaluation spend.