Navrina Singh

very multi-stakeholder because, again, it is not the chief AI officer that's going to be always responsible.

It could be the legal officer.

It could be your procurement team.

It's going to impact your HR and marketing.

So how do you actually make sure that not just the platform, but also all the enablement around that platform actually works for all the stakeholders within an enterprise and an entity?

And that's where Credo AI is leading because not only do we provide the platform, but we provide enablement around it.

So, Grant, I'll take it a step further.

I think we're going to see a first major AI incident this year.

So next six months are a very important one that we are tracking because I think that AI incident is going to be a wake-up call to the world to really put in place, again, trust infrastructures.

We are right now, as you know, tracking a lot of AI incidents, everything from copyright infringements.

to massive security constraints and challenges.

But I think we are going to see one of the largest incidents, especially related to agents coming up quite soon.

And if you haven't been tracking, I mean, you saw what happened with the Replit agent.

Yeah, but I think right there, it's fundamentally there's a little bit of a pause moment.

Can I trust this agent again to go and go into my code base and do the things that I wanted to do?

Right.

So how do we actually get that level of comfort with this technology and that confidence that this technology is going to act on our behalf?

So, yes, absolutely.

AI incidents are on the horizon.

And this is why investing in governance becomes even more critical right now.