Healthcare Payment Integrity Resources

Learn more about Machinify’s innovative products and solutions designed to transform healthcare operations. Whether you’re interested in AI-powered automation, payment optimization, or efficiency-driving tools, explore how we’re pushing the boundaries of what’s possible.

What is Itemized Bill Review (IBR)?

With rising medical expenses and increased scrutiny of billing inaccuracies, payers are turning to IBR to address the nuances of billing at the line-item level.

September 03, 2025

Asking the Important AI Questions: Q&A With Chief Data Scientist, Vijay Bharadwaj

Recently, we sat down with Machinify’s Chief Data Scientist, Vijay Bharadwaj, to ask all the important AI questions. Let’s get into it.

August 11, 2025

How Machinify’s AI Platform is Rewriting the Rules of Payer Ops

Machinify CEO, David Pierre, sat down with Bloomberg’s Jonathan Palmer to discuss what’s on the horizon for Machinify and payment integrity.

July 10, 2025

12 Questions (and Answers) About Pharmacy Payment Integrity, from a Payer’s POV

At Machinify, we’re always looking for new ways to bring clarity to complex payment integrity challenges—and pharmacy is no exception. Chris Powers, VP of National Sales, sat down with Derek McMahan, SVP of Pharmacy to answer the industry’s most pressing questions.

June 10, 2025

Flexible Prepayment Model

A real-world study of how one of the nation's largest payers transformed their payment integrity program and realized more than $1 billion in cost avoidance.

May 01, 2025

Machinify at a Glance

Explore our simple, transparent payment integrity solutions to see what we can do for your organization.

April 28, 2025

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

Hospital Itemized Bill Review

Machinify was able to to reveal maximum cost savings while reducing payment timelines with the fastest speed to pay on prepayment reviews.

April 17, 2025