Pre-Authorization Medical Necessity Analyzer
Evaluate clinical documentation against evidence-based criteria for defensible pre-auth decisions
What You Can Do
You can rapidly evaluate pre-authorization requests by extracting clinical information from provider submissions, mapping findings against medical necessity standards, identifying documentation gaps, and generating clear authorization decisions with detailed rationale. This creates an audit trail that withstands peer review and appeals while supporting provider education through transparent decision logic.
Features
automatically identify and organize relevant clinical findings from provider submissions
align clinical findings against established guidelines, clinical practice standards, and organizational policies
flag missing information needed for complete medical necessity determination
produce clear, specific explanations for authorization or denial decisions
create defensible records showing exactly why care meets or doesn't meet criteria
structure decisions with detailed clinical reasoning to support peer review and appeals processes
evaluate surgery requests, advanced imaging, specialty referrals, DME, medication prior authorizations, and rehabilitation services
Example Output
test
What's Included
- SKILL.md instruction file with complete pre-authorization evaluation framework:
- Clinical Documentation Extraction Template: structured form for organizing provider submission information
- Evidence-Based Criteria Checklist: key medical necessity standards for common pre-auth scenarios (surgery, imaging, specialty referrals, DME, medications)
- Gap Identification Workflow: systematic approach to flagging missing clinical information
- Decision Documentation Framework: structured template for approval/denial rationale with audit trail components
- Appeal Defense Checklist: guidance for structuring decisions to withstand peer review challenge
Who It's For
- Utilization Review Managers — managing high-volume pre-authorization queues with consistent, defensible decision-making
- Peer Review Physicians — evaluating medical necessity with structured clinical criteria and documentation requirements
- Insurance Benefit Specialists — determining authorization status for complex requests requiring clinical justification
- Health Plan Quality Assurance Teams — conducting audits of pre-authorization decisions for consistency and compliance
- Provider Relations Coordinators — educating providers on medical necessity criteria and documentation requirements through transparent decision rationale
Best For
- Surgery pre-authorizations — orthopedic, cardiac, neurosurgery, and general surgical procedures requiring medical necessity evaluation
- Advanced imaging determinations — MRI, CT, PET scans with appropriateness criteria assessment
- Specialty referral justifications — cardiology, orthopedics, neurology requiring clinical indication documentation
- Medication prior authorizations — specialty drugs requiring medical indication and clinical trial step-through confirmation
- Rehabilitation service reviews — physical therapy, occupational therapy, and speech therapy continuation with objective progress documentation
You might also like
You can systematically evaluate how political instability, leadership transitions, factional conflicts, and policy shifts affect your health security objectives and medical diplomacy initiatives. The skill identifies specific political vulnerabilities in healthcare infrastructure, pharmaceutical supply chains, aid acceptance, bilateral agreements, and cross-border health cooperation—enabling you to assess feasibility before committing resources and develop contingency protocols for high-risk environments.
by github
You can systematically assess any sales opportunity across four critical dimensions—fit, budget, timeline, and authority—to determine deal viability and prioritize your pipeline. The skill generates a composite health score (0-100), surfaces risk flags, identifies gaps, and produces a prioritized action plan so you can focus on high-probability opportunities and know exactly what to do next.
by github
You can transform scattered financial data, program metrics, and budget spreadsheets into comprehensive, compliance-ready grant reports tailored to specific funder requirements. Claude reconciles budgeted versus actual spending, extracts outcomes data, flags variances, and generates audit-trail documentation—reducing manual synthesis work from days to hours while ensuring accuracy and funder alignment.
by github
You can process large volumes of patient feedback—surveys, reviews, complaints, and compliments—to identify recurring themes and emotional patterns that drive satisfaction. Claude reveals which service touchpoints matter most to your patient population, highlights systemic gaps, and generates prioritized improvement initiatives with clear implementation pathways. This transforms reactive complaint handling into proactive satisfaction architecture grounded in data.
by github
You can rapidly assess the healthcare economic implications of trade agreements by analyzing tariff classifications on pharmaceuticals and medical devices, evaluating intellectual property provisions affecting drug market entry, reviewing GATS commitments on healthcare service trade, and identifying competitive advantages or disadvantages across your portfolio countries. This skill helps you quantify market access gains and pricing pressures while flagging regulatory harmonization commitments that affect healthcare delivery.
by github
You can conduct comprehensive HIPAA compliance audits across your healthcare operations by analyzing workflows, documentation patterns, access logs, and Business Associate Agreements against the 18 primary violation categories. Claude identifies compliance gaps, quantifies risk exposure, and generates evidence-based corrective action plans tailored to your specific departmental or organizational context.
by github
You can systematically decode state-specific grant requirements across Medicaid, workforce development, rural health, and behavioral health programs. The skill helps you identify compliance gaps in your current processes, build state-compliant budget narratives and work plans, and create audit-ready documentation frameworks tailored to your state's unique administrative standards and reporting frequencies.
by github
You can systematize the entire primary source verification lifecycle—from initial data collection through final documentation—for healthcare providers. This skill manages verification requests across multiple credential categories (licenses, education, DEA, employment history), tracks source coordination timelines, resolves discrepancies between sources, and produces compliance-ready verification reports that satisfy Joint Commission, CMS, and plan network audits.
by github