So how long has AI been used in the industrial setting as you're talking about?

A variety of techniques have been used for many years.

But what has happened in the last, I would say, six years is that large language models have come on the scene.

And that provides us tools we can use in part of manufacturing that have – being able to identify what the problem is with the machine by doing a very deep and complicated search of the documentation for the machine, including things, the tribal knowledge that has been put in.

That's turning out to be a useful part of AI and a useful use of these large language models like ChatGPT.

The other thing that is going on is when you have a manufacturing line, you may have 25 million data points coming off that a month.

And we don't, before the latest set of techniques, we didn't really have mathematical and statistical techniques that could tease out what is going on on that manufacturing line by looking at these multi-millions of data points.

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