So in terms of what you've built in AI, Where are the particular applications for your AI operating system? What services and what areas does it particularly excel in? What we've

learned, at least throughout the way we've worked with it and applied it more, is that, and maybe that's an interesting point to start, what AI is not good at.

And what AI is not good at is being creative and being ingenuitive, coming up with new ideas.

And what we've found in working with it, what AI is incredibly powerful at is at consolidating and validating and producing.

And then where the human ingenuity comes back in, which is part of the way we position ourselves, we really talk about AI as that marriage between human ingenuity and machine learning.

And where the real power of AI comes in is to execute that skill and to bring things together in such a way where production times used to take weeks can now be done in days.

And also where execution and validation of concepts can now be done in a matter of hours as opposed to days.

When you look at your future growth, how would you describe that strategically? How is AI going to drive the Candid platform forward?