The detector applies a structured rubric to identify commercial insertion patterns, flagging unnatural anchors, forced sentence structures, and lower-authority target destinations hidden among authoritative filler references. Alongside this semantic check, automated socket probes test all surrounding citations for HTTP liveness, cleanly unwrapping dead links into plain text so only viable citations reach the final evaluation.