Healthcare Payment Integrity Resources
Explore Machinify's healthcare payment integrity resources, including expert analysis on AI, audit strategy, and claims accuracy.
Machinify Named a Leader on Everest Group’s PEAK Matrix® Report
The PEAK Matrix® assessments deliver the critical insights enterprises need to make informed decisions when selecting top global technology and tech providers.
April 25, 2025
Why the Future of DRG Payment Integrity is Pre-Pay—and What it Takes to Get There
When it comes to DRG payment integrity, there’s a massive shift underway—towards smarter, faster, more cost-effective pre-pay solutions.
April 24, 2025
The Six Essential Elements of an Impactful Healthcare AI Company
Behind every real healthcare AI success story are six essential elements—skip one, and you’re not building a solution, you’re staging a performance.
April 22, 2025
HealthTech Magazine | Prompt Engineering in Healthcare: Best Practices, Strategies and Trends
Because artificial superintelligence is still the stuff of science fiction, LLMs need proper guidance in order to be useful to medical professionals, researchers and others in the healthcare industry.
April 18, 2025
Hospital Itemized Bill Review
Machinify was able to reveal maximum cost savings while reducing payment timelines with the fastest speed to pay on prepayment reviews.
April 17, 2025
Payment Integrity in 2025: Finally, a Smarter Way Forward
Inefficient claims review processes, audits that frustrate providers, and billions of dollars wasted on inaccurate payments have plagued the healthcare industry for years. Now, with AI, there's a smarter way forward.
April 15, 2025
KevinMD | How AI Can Eliminate Bias and Inefficiency in Health Care Billing
In this podcast, Tim explores how deeply embedded incentives, inefficiencies, and subjectivity in the current claims adjudication process create opportunities for manipulation and inefficiency.
April 10, 2025
From Audits to Savings: How AI Reduces Provider Abrasion in Payment Integrity
Traditionally, payers have cast wide nets and asked providers to navigate hurdles only to claw back money after a payment has been made.
April 08, 2025
How Payers Can Support Policy-Driven Decision Making
Most payers struggle to incorporate legislative, coding, and clinical changes into policy as well as to validate that policies are consistently applied to make timely, accurate payments of claims.
April 05, 2025
Health IT Answers | The Physicians Make Decisions Act is AI Regulation Done Right
The last decade has seen AI’s escalating impact on a variety of industries take shape, and perhaps no vertical has been impacted as much as healthcare.
April 02, 2025
Demystifying the Complexities of Pre-Payment for Long-Term Business Success
Strategies for Successful Adoption of Pre-Payment Solutions
March 31, 2025
The Art and Science of Translating Clinical Guidelines for AI: Hard Lessons from the Trenches
Translating clinical guidelines into AI-compatible formats requires understanding the guideline's intent and how AI applies rules at scale.
March 13, 2025