Why Healthcare Content Reviewers Must Be Specialists, Not Generalist Editors

What generalist editors typically miss

Generalist editors are good at: tone, grammar, story structure, narrative flow. They're not trained to spot:

• Implicit success rate claims — "Our IVF success has improved this year" reads fine to a generalist; it's an ART Act 2021 violation if it implies causation.
• Comparative superiority — "Our cardiac centre achieves better outcomes than competitors" reads fine; NMC restricts comparative claims.
• Dosage + technique inaccuracies — "Take 5mg of [medication] before meals" passes generalist review even when the standard is 10mg.
• Contraindication oversights — content recommending a treatment without flagging when it shouldn't be used.
• Missing patient consent context — testimonials presented as DPDP-consented when consent scope didn't include the publishing surface.
• Age-related fertility claims — "IVF can work at any age" violates ART Act; generalists let it pass.
• Drug interaction omissions — recommending a medication without flagging interactions a clinician would surface.

The specialty training requirement

ICG's content reviewers undergo structured training in 4 phases:

Phase 1 — Regulatory foundation (3 months)

NMC Code of Ethics, DPDP Act 2023, ABDM principles, ART Act 2021, Drugs and Magic Remedies Act, Schedule J drug advertising restrictions. Quarterly refreshes as regulations evolve.

Phase 2 — Clinical fundamentals (3 months)

Medical terminology accuracy, dosage + technique commonalities + variations, when content needs medical signoff vs editorial signoff, when patient-safety language must be added.

Phase 3 — Specialty depth (3-6 months)

Per-specialty deep dives: IVF (ART Act specifics + cycle psychology + age-related fertility), derm (medical vs cosmetic split + DPDP for before-after), dental (NMC implications for cosmetic procedures), hospital (NABH + multi-specialty cross-cutting), pharma (UCPMP + DCGI + Schedule J).

Phase 4 — Operational discipline (ongoing)

Compliance audit case studies, regulatory body decisions, peer review across reviewer team, AI Tell Score interpretation, escalation paths to medical reviewer when needed.

The reviewer + medical signoff distinction

Healthcare content review operates in 2 layers:

• Specialty content reviewer (always) — catches compliance + factual + structural issues. Trained editor with healthcare specialty depth. Not a clinician.
• Medical reviewer (when escalated) — practicing clinician who signs off on clinical accuracy + patient-safety implications. Signoff required for content making clinical claims, recommending treatments, or involving patient cases.

Content HQ enforces this distinction in workflow: specialty reviewer signoff at Internal Approved stage, medical reviewer escalation flag for content requiring clinical signoff before publication.

The compliance issue catch rate

Across ICG client content reviewed against generalist baseline:

• Generalist editor catch rate — ~1-2 compliance issues per 100 pieces reviewed
• Specialty reviewer catch rate — ~8-12 per 100 pieces (5× improvement)
• Specialty reviewer + AI Tell Score combined — ~12-18 per 100 pieces (8-10× improvement)

The economic implication: a brand publishing 28 pieces/month with generalist review accumulates ~12-18 unflagged compliance issues per year. Each issue is potential regulatory exposure. The specialty-reviewed brand carries close-to-zero unflagged issues annually.