citation auditing

Ask Marj is a librarian-led research services company founded by a credentialed Academic Librarian (MLS). It offers research and fact-checking services for authors, entrepreneurs, and organizations, coaches non-traditional graduate students on research and writing, and provides its Graduate Exec Pathway (GEP) Completion Layer for corporate tuition assistance programs, ensuring sponsored employees finish advanced degrees with human-verified research and AI integrity oversight.

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academic project managementeditorial integrity reviewfact checkinggrant searcheshallucination detectionhuman-in-the-middle AI oversighthuman-verified citationslibrarian-led sourcing from peer-reviewed databases (EBSCO, ProQuest, Gale)secondary research

EZAppeal provides denial appeals and prior authorization support for medical practices, billing companies, and utilization review teams. Users paste a denial or start a prior authorization; for medical denials the service reads the reason code free and indicates the right next step (appeal, correct and resubmit, rebill, or bill the patient). It drafts appeal or prior-authorization letters from the payer's policy when one is on file, audits citations against sources, and the team reviews and sends. Billing teams can upload an 835 remittance file to sort a

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835 remittance file processingappeal letter draftingdenial triageprior authorization letter drafting