The Blue Team detector functions as a strict adversarial gatekeeper within DEJAN's outreach pipeline, executing cold evaluations of generated articles using zero-temperature Gemini calls. It operates by simulating a publisher's editorial environment, scrutinizing the entire piece to distinguish commercial money links from natural, authoritative filler citations.

The evaluation enforces a structured JSON schema where the detector flags specific markers of artificial SEO placement, such as contextually forced anchor phrasing, top-level commercial target URLs, and unnatural intent relative to the surrounding prose. If the detector successfully uncovers the client's target link or detects prohibited competitor domains, the draft is rejected and routed to a folded archive alongside detailed diagnostic rationale. When paired with the automated Coach agent, the detector's findings are translated into verbatim sentence-level edit recommendations, allowing the system or human editors to refine link integration until the placement reads completely organic.