Real-time dental image verification with Amazon SageMaker AI at Henry Schein One | Amazon Web Services

https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2026/07/10/ml-21121.png

In dentistry, image quality determines whether a claim is paid or denied. Up to 20 percent insurance claims are initially denied, with missing or low-quality images among the leading causes. Yet quality assessment has traditionally been a manual, after-the-fact process. A clinician reviews an X-ray hours or days after capture, discovering problems only when a claim is rejected or a treatment plan can’t proceed. If the image is blurry, misaligned, or incomplete, the patient must return for a retake, adding cost, delay, and frustration for everyone involved. The fundamental gap is timing: quality feedback arrives long after the patient has left and the clinical moment has passed.

This post describes how Henry Schein One closed that gap by building Image Verify, an AI-powered quality verification system on Amazon SageMaker AIthat evaluates dental X-ray quality at the point of capture, in real time, across thousands of locations. The system went...

Copyright of this story solely belongs to amazon.com. To see the full text click HERE

Read more