Cohortguard
A content-risk and resource-routing layer separating source copy, model findings, legal or clinical review, approved revisions, disclosures and user-initiated crisis options.
Wellness creators can unintentionally use treatment claims, diagnostic language or emotional-companion patterns that cross professional and regulatory boundaries. The supplied research identifies one effective state law and another proposed state measure relevant to mental-health practice or AI relationships, and reports no reviewed direct product for coaching-versus-therapy content scanning. Current law, enactment status, scope and jurisdiction must be verified by qualified counsel; proposed text is not binding law.
Cohortguard would preserve creator workspace, content item, content channel, source revision, audience, jurisdiction assertion, service description, credential claim, treatment claim, diagnosis phrase, crisis-language finding, relationship-design finding, rule source, rule status, effective date, applicability candidate, model rationale, uncertainty, suggested revision, qualified legal finding, qualified clinical-safety finding, creator decision, approved revision, disclosure version, publication destination, destination readback, resource-directory version, user locale selection, user-initiated crisis-resource action, provider acknowledgment, incident escalation, correction and removal as distinct records.
A model can find phrases for review but cannot determine whether coaching is therapy, whether a creator is licensed, whether a law applies or whether revised copy is compliant. Crisis resources must be visible and user-initiated; a widget cannot assess risk, replace emergency services or imply that a person is safe after clicking. Location may be unknown, resource availability changes and people in imminent danger may need local emergency help. No automated message may diagnose, promise treatment outcomes, encourage dependency or delay professional care. Live community messages require a separately designed, human-led safety process rather than reuse of a marketing-copy scanner.
The pilot should use synthetic sales pages, emails and course excerpts plus a curated test resource directory; no real users or crisis conversations. The likely buyer is a wellness creator, cohort operator, platform safety owner or specialist advisor, but buyer ownership, jurisdiction mix, content volume, professional-review access, liability, budget and demand beyond the supplied gap remain unverified.
A wellness creator, cohort operator, platform safety owner or specialist advisor responsible for reviewing public claims and maintaining visible crisis resources.
One supplied law is effective and another measure was introduced, but current status and applicability require primary-source review.
Versioned rule sources and review workflows can operate across repeated creator content after setup.
The supplied record has several references and connections but no grounded cross-vertical cluster supporting a higher score.
The input combines a concrete creator workflow, supplied state-law triggers and an unoccupied reviewed feature category.
The buyer was not crisply established, legal applicability varies, model false positives are consequential and generic compliance or platform-safety vendors can extend into this area.
Discussion
No comments yet — be the first to weigh in.
