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Surviving AI vulnerabilities in medical devices.

AI-driven vulnerability discovery is creating an avalanche. Are you ready?

Only 10% of vulnerabilities have a CVEDigital twin verificationEvidence over opinion
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About this webinar

The discovery problem is solved. Yours starts there.

An avalanche of AI-discovered findings is hitting the medical device space, and manufacturers who do not act now will spend the next year explaining themselves to regulators.

The bottleneck has shifted

AI tools can tear through products at speeds humans cannot match, and CVE volume went exponential. Finding vulnerabilities is no longer the challenge. Understanding which ones actually affect your product is.

Two layers, not one

Jason Sinchak breaks down why AI is splitting pentesting into two layers: automated discovery and contextual verification. Regulators require defensible ratings, and only device context can produce them.

What you will learn

Six things you will take back to your team.

Why discovery went exponential

The tool categories driving AI vulnerability discovery and why the curve does not flatten.

Finding vs understanding

The difference between a finding that exists and a vulnerability that is exploitable on your device.

Cutting noise 70-85%

How automated verification against a digital twin removes false positives before they reach a developer.

Know before you are told

Why in a regulated market you want the answer before a researcher, a customer, or the FDA asks.

Compounding twins

How a digital twin carries intelligence across every release and every product.

Managing discovery fatigue

Practical strategies for keeping engineering teams out of the triage pit.

"Manufacturers who prepare for the volume now will spend next year shipping. Everyone else will spend it explaining."

Jason Sinchak
Jason Sinchak
CEO & Co-Founder, ELTON Cyber
A decade of hands-on medical device pentesting, 2,000+ device tests, and 600+ regulatory submissions.
Published CVEs per year, historical and projectedPurple: historical · Red: AI-driven projection15K201718K202025K202229K202340K202455K202572K202695K2027125K2028
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See the platform behind the webinar.

ELTON runs the discovery and the verification this webinar describes: continuously, on the real device, with evidence for every disposition.

Automate medical device vulnerability discovery and verification. FDA §524B methodologyExploitability proven on-device95% faster than legacy testing Book a Demo
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