Scaling Throughput with AI-driven Insurance Claim Processing

The successful use of AI for insurance claim processing depends on identifying and optimizing the performance of hardware and software tools that increase its efficiency, flexibility, and speed. Vasant Kearney, Ph.D., CTO of Retrace Labs, and Ravi Panchumarthy, Ph.D., Machine Learning Engineer at Intel Corporation spoke about the specific challenges faced by the dental industry when it uses cloud-based AI computing to process claims, and the creative innovations that Intel and Retrace have developed to address those challenges.

“The thing that makes AI-driven insurance claim processing challenging is the throughput,” Kearney says. “If you’re in a single hospital or small clinic, scalability isn’t much of an issue. But once you move into the insurance world – where the volume is much higher – you have to manage spikes in throughput.” The ability of the AI algorithms being used to manage these spikes (scaling performance up or down based on demand) is determined by how much compute has been allocated to solving the problem. This is where the choice of hardware and software becomes critical.

Most data scientists are familiar with GPUs and choose them when deploying models in production. But GPUs can be costly and create delays due to the way they handle memory and how they are deployed onto scalable tools. “It’s not trivial to share memory between GPUs,” says Kearney. “So, you’re limited by the rather low-memory footprint of each GPU. In AWS, you have GPUs in the range of 12 gigabytes. But CPUs can get up into the terabytes.” This means that many more models can be stored on each instance, making CPUs ideal for healthcare where many different models are often needed to make diagnoses.

Both Panchumarthy and Kearney are excited about the future of AI-driven cloud computing for the insurance industry. “There is great synergy between cloud computing and cutting-edge hardware and software solutions from Retrace and Intel,” says Panchumarthy. “All of these are helping drive even more intelligent and robust medical AI solutions. It’s an exciting place to be.”

Learn more about AI deployment solutions by connecting with Vasant Kearney and Ravi Panchumarthy on LinkedIn or visit Intel’s AI and Deep Learning Solutions to learn more about AI-driven Solutions: https://www.intel.com/content/www/us/en/artificial-intelligence/overview.html

To get started with OpenVINO: https://docs.openvinotoolkit.org/latest/index.html

Learn more about Retrace: https://retrace.ai/media-and-news/

Subscribe to the “Health and Life Sciences at the Edge” channel on Apple PodcastsSpotifyGoogle Podcasts, or Simplecast to hear more from the Intel Internet of Things Group.

Follow us on social media for the latest updates in B2B!

Image

Latest

future of healthcare
Leading Through Change: Dr. Kevin Stevenson on Workforce, Innovation, and the Future of Healthcare
October 1, 2025

Healthcare is at a critical turning point, where staffing pressures, shrinking reimbursements, and rising patient expectations are reshaping the future of healthcare. According to the AACN Nursing Workforce Fact Sheet, the federal government projects more than 203,000 new registered nurse positions will be created annually from 2021 to 2031, reflecting high demand from an…

Read More
Non-traditional students
Holistic Support in Higher Ed: Why Non-Traditional Students Need More Than Just Financial Aid
October 1, 2025

Non-traditional students—adult learners, student parents, veterans, and first-generation college-goers—are carrying heavier burdens than ever. Upswing’s 2024 Ana Insights Report found that nearly nine in ten students intended to complete a FAFSA application, while many also sought help with essentials like food, housing, and bill payments. Perhaps most concerning, students expressed declining confidence in higher…

Read More
EAA AirVenture
From Ground to Sky: How Icom Radios Connect Crews, Docks, and Air Traffic at AirVenture 2025
October 1, 2025

Nestled in the shaded quiet of Oshkosh’s Seaplane Base, there exists a side of EAA AirVenture that many attendees never see. Unlike the bustling main grounds, the Seaplane Base operates for just one week each year, transforming from an unused shoreline into a hub of aviation activity. It takes hundreds of volunteers and days…

Read More
Seaplanes
Clear Signals, Safe Waters: Why Icom Radios are Key to Seamless Seaplane Operations at AirVenture 2025
October 1, 2025

At the heart of EAA AirVenture 2025, the Seaplane Base offers a unique glimpse into aviation’s most delicate dance—where water and air meet. Unlike traditional runways, this floating airfield demands a constant balance of precision, coordination, and communication. Here, pilots don’t just rely on their own skill; they depend on an entire team of…

Read More