Explore Machinify's healthcare payment integrity resources, including expert analysis on AI, audit strategy, and claims accuracy.
How Healthcare Organizations Can Speed AI Adoption by Involving Legal and Compliance from Day One
Legal and compliance are often seen as roadblocks, but they don't have to be. Learn how including legal at the start can reduce delays and help healthcare payers adopt AI faster, with less risk.
March 19, 2026
COB Recovery Explained: How Detection Timing Shapes Financial and Operational Performance
COB recovery performance depends on when primary coverage is identified. Learn how pre-pay, pre-claim, and post-pay approaches impact cash flow, workload, and net value.
March 17, 2026
How Automation Is Making Healthcare Experts More Valuable, Not Less
Automation is important, and it is growing increasingly useful in healthcare operations. However, automation does not replace healthcare experts. Discover how automation removes low-value work so experts can focus on what actually matters.
March 12, 2026
Responsible AI in Healthcare: Why Governance, Transparency, and Control Matter
Responsible AI in healthcare depends on governance, not just models. Learn how healthcare leaders can scale AI with transparency, control, and trust.
March 10, 2026
How Healthcare Leaders Can Adopt New Technology Without Disrupting Operations
Healthcare leaders struggle to adopt new technology when disruption is treated as inevitable. Learn how to modernize operations without sacrificing performance.
March 05, 2026
Medical-Benefit Drug Spend: The Hidden Driver of High-Cost Drug Risk
Medical-benefit drug spend carries hidden risk. Learn why discretion, not fraud, drives overpayments and how analytics restore control.
March 03, 2026
Rethinking Subrogation Operations to Improve Recovery and Member Outcomes
Up to 60% of subrogation analyst communication effort is wasted, leading to missed recoveries and inflated administrative costs. Streamlining operations could cut workforce needs by up to 30% and transform payer return on investment.
February 19, 2026
Buried in Plain Sight: The Evolution of Payment Integrity
Improper payments cost billions. Discover how smarter tools uncover hidden waste and protect healthcare dollars.
January 08, 2026
Medicare CBD Reimbursement: What Payers Need to Know About Coverage, Coding, and Payment Integrity
With President Trump expected to announce a Medicare pilot program that enables Medicare CBD reimbursement for certain cannabidiol (CBD) treatments, we raise and track the questions that impact payers the most.
December 18, 2025
Understanding DRG Reviews and Their Role in Payment Integrity
DRG errors are costing payers millions, but the shift to AI-supported validation is rewriting what accuracy and scale can look like. Discover how modern DRG review programs can protect financial integrity while smoothing provider relationships.
December 10, 2025
Machinify OS/AI Payer Summit 2025: Transforming Healthcare Through Collaboration and Innovation
With soaring utilization costs and claims volume, healthcare payers face an unsustainable challenge. Through candid conversations with payers and industry experts, the Machinify OS/AI Summit unlocked insights to make healthcare payments more transparent, efficient, accurate, and compliant.
November 18, 2025
From Metrics to Meaning: A Data Scientist’s Path to Machinify
After nearly missing a major surgery due to an insurance issue, Gordon Chen invested his data science career in healthcare to fix inefficiencies for other patients.
November 13, 2025