Machinify Audit
AI-powered medical chart review to identify and fix claim coding errors
Company profile
Company profile
Machinify is a healthcare payment integrity company that transforms how health plans manage claims and prevent payment errors. The company's AI operating system combines foundation models trained on billions of healthcare data points with task-specific intelligent agents and human expert oversight to deliver industry-leading accuracy in payment integrity. Machinify's platform operates across the full spectrum of payment integrity interventions, including coordination of benefits (COB), subrogation, claims auditing, payment processing, and pharmacy operations. The platform brings together claims data, medical records, contracts, and policies in real time, applying advanced algorithms and comprehensive policy mapping to identify coverage overlaps, third-party liability, coding errors, and payment inaccuracies before or after claims are paid. With over 40 years of combined industry experience, Machinify serves 85+ customers including 18 of the top 20 U.S. health plans, covering 270 million member lives across commercial, Medicare, and Medicaid populations. The company delivers over $6 billion in annual cost avoidance and recoveries. Machinify's solutions are designed for flexible deployment, supporting fully insourced, hybrid, or fully-managed operating models. The platform integrates seamlessly with existing payer systems and continuously improves through feedback loops from human reviewers and business outcomes, enabling health plans to reduce healthcare costs while maintaining provider relationships and ensuring compliance.
Company description Machinify official website
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01 · Operating footprint
Company-profile context for clinical focus, customers, deployment, integration, milestones, and partnerships.
No clinical focus areas are currently listed.
Hybrid deployment with recorded integration context.
Company milestones
KLAS First Look report published October 2025 highlighting customer experience and ratings. Survey of 100 health plan executives on AI adoption completed May 2025.
Partnerships
02 · Flagship portfolio
Selected source-backed Company products and the available commercial context.
AI-powered medical chart review to identify and fix claim coding errors
AI-powered coordination of benefits solution to identify coverage overlaps and prevent overpayments
Real-time claims editing and repricing to ensure accurate upfront payment
Pharmacy COB, audit, and compliance tools to avoid overpayments
End-to-end third-party liability identification and recovery management solution
03 · Research intelligence
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Research
No linked records are currently available.
Clinical validation
No linked records are currently available.
Regulatory
No linked records are currently available.
04 · Company-reported outcomes
Company-reported outcomes and customer stories are distinct from linked Research Intelligence evidence.
Across all lines of business including Medicare, Medicaid, and Commercial
Realized across customer base
Reported by VP of Payment Integrity at leading Medicare health plan
From COB operations specifically
Cost containment and avoidance without increasing time-to-payment
Considerable cost containment and avoidance without increasing time-to-payment, keeping provider abrasion low
Payment integrity and recovery optimization
Over 30% increase in recoveries, multiplied reviewer productivity while eliminating false positives
05 · Leadership
Leadership profiles and professional links from the current Company record.
Gary Woodward
Senior Vice President of COB
06 · Company updates
Recent articles published on Machinify's official website.
07 · HAIC coverage
Health AI Central reporting that mentions this Company.
No HAIC coverage is currently linked to this Company.
08 · Official presence
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09 · Market pathway
Other active Companies in the same market, selected alphabetically from the HAIC directory.
Market context
Companies using AI to optimize hospital operations, automate administrative workflows, improve scheduling, manage healthcare resources, coordinate care delivery, or reduce operational inefficiencies. Includes prior authorization automation, credentialing, billing, care coordination, and AI tools that help health systems run more efficiently.
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