how can an organization identify, work out where they are in that AI adaption roadmap?

Yeah, no, absolutely.

I think one of the main questions is to kind of understand fundamentally what AI is good at and what it is not, right? So if you want AI is basically a probabilistic model, right? So it predicts what the next word is or what the next pixel should be, right? So it is thinking probabilistically.

So if you ask it the same question 10 times, it'll give you slightly different answers.

So having this context in mind is really helpful, right? So if you're asking it to do math or accounting workflows, maybe AI is not the right solution.

Maybe software is the right solution because you need the deterministic.

You need one plus one should always be two.

Well, how do you build the skills, knowledge and expertise to be the editor if you haven't got those lower level jobs?