Mm

... agents and, and chat and harness, someone had to go in and click a bunch of buttons in order to get something done.

The ability for us to start to understand those actions, understand the outcome that someone's trying to drive, and then preempt that is actually the more interesting thing that we need to go solve for.

But it, but I, I, again, I understand why people believe chat is a better experience in some cases than a, a, a classic UI.

The other thing I'll call out is a chat interface has its uses, like I said, for things where you're trying to get information or you're trying to spin together a series of simplified tools to achieve some output.

But in, in finance, in, in the domain that we're in, provability on screen is actually really important.

And on screen, being able to visualize an entire history that is both provable and accurate is, is incredibly important for every one of our stakeholders.

Mm-hmm.