Content moderation asks whether the words look suspicious. Job source integrity asks who created the listing, whether the employer authorized it, and where candidates are being sent.

Imagine an attacker copying a genuine role and company description, publishing it through an unauthorized recruiter account, then directing candidates to an external form that collects resumes and identity documents. The content looks legitimate because the original content was genuine.

CrossClassify supports unauthorized job listing detection by connecting account history, device intelligence, posting behavior, network context, destination links, and related activity. Review teams can verify the source before the listing inherits platform and employer trust.

The strongest protection against recruitment brand abuse is not better keyword filtering. It is evidence that the account, source, and application path genuinely belong together.

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