The Hive
Published in

The Hive

The Revolutionary Role AI & ML will play in Healthcare Mid & Back Office

By Kaushik Bhaumik, PhD, Co-Founder & CEO, Glide Health

It is no secret that the US healthcare industry is a highly complex ecosystem, with payers, providers, PBMs and technology and services providers catering to vast swaths of mid/back office processes such as billing, claims, appeals, provider credentialing, reimbursements and CMS reporting.

In this $3.5T industry, nearly 15% is consumed by these administrative tasks. Furthermore, of the 85% of healthcare spending that is associated with the actual costs of care, nearly 10% of that is wasted due to inefficiencies in late/inaccurate treatment authorizations, inaccurate coding, misdiagnoses that result in over $300B per year in insurance denials.

At the root of this waste is the fundamental structure of healthcare activity, whereby physician diagnosis and treatment is largely delivered, and then validated, accounted for, and paid for/reimbursed by an increasingly complex mix of commercial payors, employers, individuals and/or the government. Furthermore, all of this activity is constrained by a dizzying matrix of coverages, plans, deductibles, and patient payments. And lastly, adding to this complexity, these rules, options, along with developments in medicine and treatment, are in a state of constant flux.

The traditional approach by the industry to navigate this mid and back office complexity is to throw people at the problem, with business process outsourcers, clearinghouses, billing departments, collections agencies, claims departments all trying to reconcile patient treatment regimens and costs against approved and accepted treatments. Despite this, over- and under-payments/ reimbursements very frequently occur, and the healthcare provider is typically left holding the bag and trying to get proper credit for their services, equipment and drugs. They often pay the price in revenue realization, DSO and cash management, which for smaller ambulatory providers and physician practices, can be the kiss of death.

Now with advances in artificial intelligence (AI) and machine learning (ML), it is possible to create a new model, one that prospectively, gives providers revenue intelligence and assurance to lower claim denials, increase payment accuracy and timeliness. This is achieved by sifting and mining through clinical, financial and claims data to give providers relevant and accurate recommendations on billing codes, prior authorizations, and clinical data submissions to payors — all resulting in a smoother activity flow from treatment to payment, with fewer loops of re-conciliation and re-submission.

Glide Health ( is leading the way in this massive digital transformation in the healthcare mid and back office, with its AI-ML solutions for intelligent revenue operations, AR forecasting and financially personalized care. Glide Intelligent solutions help level the playing field for providers, enabling them to run more financially efficient practices, focus on the delivery of care to patients and support the overall healthcare industry objective of better patient outcomes and lower cost of care.

This mission of Glide is what drew me to the opportunity to lead it during this highly disruptive and transformative time in the healthcare industry. With the COVID-19 pandemic raging, requirements for greater price transparency and data interoperability across the healthcare value chain, all the industry participants are under immense pressure to make the overall healthcare experience much better for the most important participant of all: the patient.

Along with my co-founders and industry veterans, Bhupesh Bajaj and Dan Lodder, we’re building an organization to bring the immense power of AI and ML to these critical challenges in healthcare, an industry we are all so highly dependent on as a society.

To learn more about The Hive co-creation Glide Health, visit their website.




The Hive ( is a venture fund & co-creation studio based in Palo Alto, CA to co-create startups focused on AI powered applications in the enterprise. The Hive's view is that AI will transform the enterprise and in the long term enable the Autonomous Enterprise.

Recommended from Medium

Demystifying AI, ML & Data Science


The plumbing and pipes of law

vizlegal pipes

AI, Archviz and You: How tech can help you and not actually take over your job

Artificial intelligence at the service of “Facility Management” professions

A multilingual chatbot: handy in Belgium?

iphone, ios, home screen, close up, pixels, retina, smartphone, icon, ios 14, icon, screen, phone, google

How AI is Disrupting Politics

Intelligence, but it’s Artificial.

What I Learned in creating a program about AI & Business at Hyper Island (part 1/3)

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store
The Hive

The Hive

The Hive is a venture fund & co-creation studio based in Palo Alto, CA to co-create startups focused on AI powered applications in the enterprise.

More from Medium

Why your company should care about ML-Ops

Hiring an unicorn

Nine Tools and Approaches For Creating Unbiased AI Products

Machine Learning as a sub-discipline of Artificial Intelligence

What makes the Feed on social media so addictive?