Company profile

Machinify

Healthcare Operations & Administration

Company profile

About Machinify

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

Primary marketHealthcare Operations & Administration
Commercial modelCommercial information available on request
Company presenceOfficial website
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01 · Operating footprint

Where the Company operates

Company-profile context for clinical focus, customers, deployment, integration, milestones, and partnerships.

Clinical focus

No clinical focus areas are currently listed.

Who it serves

  • Commercial Health Plans
  • Health Plans
  • Medicaid Plans
  • Medicare Advantage Plans
  • Payers

Deployment & integration

Hybrid deployment with recorded integration context.

Geographic context

MarketsUnited States
Company sourceOfficial website

Company milestones

Platform expansion

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

Recorded partners

  • KLAS Research

02 · Flagship portfolio

Products, workflows, and platform capabilities

Selected source-backed Company products and the available commercial context.

Machinify Audit

AI-powered medical chart review to identify and fix claim coding errors

Platform · HybridCompany source

Machinify Coordinate

AI-powered coordination of benefits solution to identify coverage overlaps and prevent overpayments

Platform · HybridCompany source

Machinify Pay

Real-time claims editing and repricing to ensure accurate upfront payment

Platform · HybridCompany source

Machinify Pharmacy

Pharmacy COB, audit, and compliance tools to avoid overpayments

Platform · HybridCompany source

Machinify Subrogate

End-to-end third-party liability identification and recovery management solution

Platform · HybridCompany source

03 · Research intelligence

Research Intelligence evidence

Publications, preprints, clinical validation, and regulatory records in Evidence Position order.

Evidence position

Publications, clinical validation, and regulatory records connected to this Company appear here.

Research

Publications & preprints

No linked records are currently available.

Clinical validation

Clinical-trial records

No linked records are currently available.

Regulatory

Regulatory records

No linked records are currently available.

04 · Company-reported outcomes

Outcomes and case studies

Company-reported outcomes and customer stories are distinct from linked Research Intelligence evidence.

93%+ average recovery rate

Across all lines of business including Medicare, Medicaid, and Commercial

$6B+ annual cost avoidance and recoveries

Realized across customer base

30%+ increase in recoveries

Reported by VP of Payment Integrity at leading Medicare health plan

$1B+ in recoveries and cost avoidance annually

From COB operations specifically

Health Plan

Cost containment and avoidance without increasing time-to-payment

Considerable cost containment and avoidance without increasing time-to-payment, keeping provider abrasion low

Leading Medicare health plan

Payment integrity and recovery optimization

Over 30% increase in recoveries, multiplied reviewer productivity while eliminating false positives

05 · Leadership

Leadership team

Leadership profiles and professional links from the current Company record.

Gary Woodward

Gary Woodward

Senior Vice President of COB

LinkedIn

06 · Company updates

Updates from Machinify

Recent articles published on Machinify's official website.

07 · HAIC coverage

Coverage and analysis

Health AI Central reporting that mentions this Company.

No HAIC coverage is currently linked to this Company.

08 · Official presence

Company sources and channels

Curated official destinations from the active Company record.

09 · Market pathway

Additional Companies in this Market

Other active Companies in the same market, selected alphabetically from the HAIC directory.

Market context

Healthcare Operations & Administration

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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10 · Pro research

Coming soon

Expanded Company research is in development.

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Deeper Company research is coming soon.

Pro Research will introduce expanded technical context, linked evidence analysis, and comparative Company research.

ResearchEvidence analysis

Linked research, clinical, and regulatory source pathways.

CompanyTechnical context

Expanded product, deployment, integration, and partnership research.

MethodSource & review record

Record-level provenance and review context.

Coming Soon