← All Jobs
Posted May 26, 2026

UM Policy Review Nurse - Utilisation Management

Apply Now
Your Epic Quest as Our UM Policy Review Nurse! You are the clinical source of truth for how Penguin Ai turns health plan UM and medical policy text into structured, machine‑readable logic. This is not chart review - you validate the AI’s decomposition of policies into discrete questions, answers, decision points, and data facts so our UM Agent Suite can act reliably and audibly at scale. Your judgment is the gateway between narrative policy and production logic. Your Day-to-Day Superpowers: What You’ll Actually Do: Validate AI policy decompositions: Confirm that AI‑generated questions, answers, decision points, and data facts reflect the clinical intent, scope, inclusions/exclusions, and decision logic of source policies Surface clinical nuance: Identify comorbidities, contraindications, sequencing, timing windows, documentation thresholds, edge cases, ambiguous language, and latent assumptions the AI may miss Approve, edit, or reject: Take definitive clinical positions in PolicyVault™ and related tooling; rewrite items to be unambiguous and answerable from typical documentation Document durable rationale: Produce concise, audit‑grade explanations for every validation decision to support URAC/CMS transparency and payer audits Close the loop with product & engineering: Partner to convert recurring patterns into upstream fixes in prompting, taxonomy, and validation workflows Keep the source of truth current: Track updates to client policies, InterQual/MCG, CMS NCDs/LCDs, and specialty guidelines; ensure structured representations remain aligned Raise the clinical bar: Build playbooks, validation standards, and onboarding materials for future policy reviewers What Success Looks Like! By month 3: Independently validating AI-generated policy decompositions across multiple domains with consistent judgement and clearly documented rationale By month 6: Recognised by engineering and product as a trusted clinical voice; your feedback measurably improves precision and recall of policy interpretation By month 12: Subject-matter expert shaping prompting playbooks, validation standards, and onboarding for additional policy review nurses What We're Looking For: Your Clinical Arsenal! Active, unrestricted RN license in the United States (compact license preferred) Minimum 5 years clinical nursing experience, with ≥2 years in utilization management, medical policy interpretation, appeals/grievances, or policy development at a health plan or UM vendor Demonstrated fluency reading and applying health plan medical policies, coverage determinations, and national criteria (InterQual, MCG, CMS NCDs/LCDs) Strong analytical/logical reasoning - able to decompose narrative policy into discrete, testable decision points without losing nuance Precise written communication - able to document persuasive, defensible clinical rationale. Comfortable in structured, software‑based review environments and providing clear feedback on AI output Bonus Points: Your Secret Weapons! BSN or MSN Background in clinical informatics, structured data, ontologies, or terminology standards (SNOMED CT, ICD‑10, CPT, LOINC) Prior exposure to AI/ML‑assisted clinical workflows, CDS, or ambient documentation tools Familiarity with URAC AI in Healthcare Accreditation, CMS‑0057‑F, or NCQA UM frameworks Prior experience at a health plan, UM/PA vendor, or healthcare technology company at payer scale The Culture Fit: Join Our xxxxx Colony! You'll waddle with us if: You like your coffee with a side of delightful chaos You're fuelled by complexity and obsessed with delivering amazing results You want to deliver something that fundamentally matters, transforms healthcare and ultimately saves lives Education & Qualifications: Brainiac Basics BSN/MSN preferred; equivalent clinical experience also considered Comp & Perks: Because Even Superheroes Need Support! Competitive salary: We reward greatness! Medical, vision, and dental coverage: Keep you healthy and smiling Generous vacation policy and company holidays: Recharge and conquer! A front-row seat in one of healthcare's most exciting AI companies – witness history in the making Apply To This Job