Pharmatext
AI fact-checking for pharma content that must survive MLR
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Pharmatext - AI fact-checking for pharma content that must survive MLR

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Pharma content dies in MLR review. PharmaText verifies every claim against your source PDFs, anchors citations to the exact passage, and flags contradictions — so your drafts are audit-ready before reviewers see them.

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Hi Product Hunt! 👋 I built PharmaText after seeing how much time pharma teams burn on MLR (Medical, Legal, Regulatory) review. A single deck can cycle through review 3–4 times, and most rejections come down to the same thing: claims that don't match their references, citations pointing to a 40-page PDF with no idea which passage supports what, or numbers that quietly contradict the source. PharmaText fixes that before reviewers ever see the draft: 🔍 It checks every claim against your actual source PDFs — not the open web 📌 It anchors each citation to the exact supporting passage, so reviewers can verify in one click ⚠️ It flags contradictions and unsupported claims so writers fix them upfront The goal isn't to replace MLR review — it's to make sure content shows up audit-ready, so review becomes a confirmation step instead of a rework loop. If you've ever waited weeks for a deck to clear review (or been the reviewer chasing page numbers), I'd love your feedback. Happy to answer anything!