So Madison, how can we reframe how we think about AI in general to address some of these concerns? I mean, for example, we talk about viewing AI as augmented rather than artificial.

Yes, AI should support, not replace your human judgment.

And just like Elisa said, you had the great story about how it's kind of transposed, you know, you versus what your patient or client said.

We actually hear these stories all the time and they're super interesting because AI cannot practice discernment.

empathy, judgment, social settings.

It doesn't know how to navigate those.

And a great example that we had the other day from a clinician was with a pediatric patient who came in for an orthopedic appointment.

So Madison, if I'm a provider and I have an EMR and I want to pilot a a new AI software, how would you pilot that? And how would you advise people to kind of phase it in? So the number one thing we see

Yeah

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I'd be like s- I would be looking for someone to tell me, right? But I don't think there's like enough resources out there that are tailored to the brides and couples getting married, whether, you know, it's different.

It's different in every city.

It's different in every situation, right? No two couples, no two weddings, and no two cities, no two venues are the same, and it's really, really difficult to navigate.

So I think like starting with an arbitrary budget and then feeling like you're let down at every turn, or it's getting so expensive or so out of hand because you think you need to do it one way is the biggest pain point in this specific type of couple.

Sure.

So, you know, if you have 100 and, 100 guests for the sake of easy math and you have two bars, you should have at least four people on each of those bars.