Kwasi Ankomah

How can I reduce the cost from day one?

And also, is this thing working?

And that's the thing.

And I would say the third thing is...

people are now realizing that there are viable alternatives, right?

Like I think there was when, when, when the, when it kind of first came, there was, you were talking, maybe you were using maybe open AI, you're using Anthropic, but now, you know, what we're seeing is that there's a huge demand for kind of like open source models and alternative infrastructures that can be served a lot cheaper.

So again, if you, you know, if you swap around that cost base for what's available on say like our cloud, you would start to see that ROI definitely swing around.

But again,

I, you know, I do think there's definitely, there definitely is a, um, there's a need for more, I would say oversight of some of these, of these, of these projects.

And I do think as we shift to kind of smaller models and more efficient models, that will start to change.

I think this has been like almost a ramp up of how do we start AI?

We've all been using tokens, um, and not really thinking about it.

And now people are going to really start looking at that.

And

I think the value has been generated.

So I think the business value has been generated.

It's just at the cost.

I think when people are supposed to read the paper, what they take out is that, oh, these projects aren't delivering value.

But we know that these things are delivering the business value.

The problem people are having is that