Paul Appleby

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246 appearances 1 recordings 1 series first heard Jul 2026 last heard 15 Jul

Paul Appleby’s voice in public audio — every appearance, attributed to the second.

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Eye On A.I. · 6 in 10 Enterprises Can't Find the Root Cause When Their AI Workloads Fail | Paul Appleby, Virtana · 15 Jul 2026 podcast

We're primarily focused on the infrastructure.

But the point that we were talking about earlier, of course, is that

if you've got this ability to ingest all of these of ingest all of these events and analyze them correlate them and identify anomalies um you know and it's such a powerful engine it can be applied for cyber security use cases so in fact although we don't position ourselves as a cyber security company we've got a bunch of customers who've you know who've gone wow this data is so rich

We can actually augment what we're doing in terms of our cyber capabilities by using the ability to detect anomalies.

So that has certainly happened, but it's not really the core of our business today, although it is a very powerful engine.

As it relates to your other questions, yes, we do see, because we have so much rich data and because a lot of these events follow similar patterns, we can identify those patterns and get to causality really quickly.

um but the other fascinating thing is because we're capturing so much rich data even when we're identifying you know new or newer anomalies we're very very quickly able to learn what those patterns are and then start recommending remediation um even if it's you know and depending on a company's policies um you know we can either automate that remediation or

pass the recommendation together with the supporting evidence around the recommendation to a human operator to then act on as well.

So it really depends on the company, where the company's at on their AI and automation journey and what policies they want to adopt associated with that.

But what we found in going into a number of these AI labs of some of the larger technology providers and some of the larger customers is that we're identifying anomalies and usage patterns that they didn't even understand about their technology themselves because of our ability to do exactly what we've been talking about earlier.

Can you talk about that?

Craig, you're the master at asking multi-layered questions.

So I'm going to try and pass them all there.

Yeah.

What I'd say, I'll tell you a story.

I can't name the company for obvious reasons, but I visited with a very large company here in the US recently.

And I met with the person tasked with this.

And in this case, it was the senior vice president responsible for IT operations.

So that kind of

Senior vice president of IT operations is really a critical role in companies.

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