How AI Can Predict Insurance Claim Denials Before They Happen

David (0:00)

Welcome, everyone, to techdaily.ai. I'm your host, David, and joining me today is our guest expert, Sophia.

Sophia (0:07)

Hey, it is fantastic to be here.

David (0:10)

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Sophia (0:24)

Highly recommend it.

David (0:26)

So to start us off today, I want you to imagine buying a car, but the dealership absolutely refuses to tell you the price.

Sophia (0:36)

Right, which sounds crazy.

David (0:38)

Totally crazy. Instead, you just drive it home, and then like six months later, this mystery bill just shows up in the mail.

And to make it even worse, if the dealer filled out just a single form incorrectly on the day you bought it, the price suddenly doubles.

Sophia (0:54)

And nobody can actually explain why.

David (0:56)

Exactly. Nobody knows. And that is basically the chaotic, incredibly frustrating reality of the United States health care system right now.

Sophia (1:04)

Yeah, it really is.

David (1:06)

We are looking at a massive, almost completely invisible leak in this system. We're talking about a $200 billion drain.

Sophia (1:14)

Which is just a staggering number when you say it out loud.

David (1:17)

It is.

So the mission today is to figure out exactly why getting a medical bill is so confusing. For you, the patient. And how shifting from just hoarding massive amounts of data to generating actual predictive intelligence is really the key to finally fixing this whole mess. Well, you know, every major industry eventually hits this wall. And it's a wall where the primary challenge just isn't creating data anymore.

Sophia (1:44)

Right. We have plenty of data.

David (1:46)

We have an endless supply of it. The real wall is figuring out how to actually make sense of that data in time to act on it.

Sophia (1:54)

Okay, so how does that apply to hospitals?

David (1:56)

Well, healthcare administration, and specifically how hospitals manage their revenue, they hit that wall years ago. And the fallout, like you mentioned, is just staggering.

Sophia (2:06)

Yeah, $200 billion wasted annually. I mean, that number is almost too large to really comprehend.

David (2:11)

It's hard to wrap your head around.

Sophia (2:12)

So we need to break down what an expensive, complex administrative environment actually looks like on the ground. Like, what is generating that level of waste?

David (2:20)

Okay, so think about the entire journey of a dollar in the medical system. From the exact moment you check in at the front desk to the clinical notes your doctor writes, all the way to the moment the hospital actually gets paid by your insurance.

Sophia (2:33)

Right.

David (2:34)

In the industry, they call this revenue cycle operations. And the sheer volume of transactions moving back and forth between the providers giving the care and the payers financing it is just mind-boggling.

Sophia (2:46)

It's a constant back and forth.

David (2:48)

Exactly. But the decisions about what actually gets reimbursed, those are based on this heavily fragmented, siloed web of information.

Sophia (2:57)

So it's not just one centralized database that everyone logs into?

David (3:01)

Not at all. No, data is spread across completely disparate IT systems that don't even talk to each other.

Sophia (3:07)

Of course, they don't.

David (3:08)

Right. You have varying hospital policies. You've got hundreds of different payer contracts.

And frankly, there is this massive amount of institutional knowledge that is literally just locked inside the heads of veteran billing clerks.

Sophia (3:21)

So if one person retires, they take all that knowledge with them.

David (3:24)

Exactly.

Sophia (3:25)

Trying to navigate that system sounds like, I don't know, walking through a massive maze while completely blindfolded. You're just wandering forward, and you only know you've hit a dead end when you literally smack face first into a moving wall.

David (3:39)

That is a perfect analogy. And in this world, smacking into that wall is getting a denied claim.

Sophia (3:44)

Ouch.

David (3:45)

Yeah. And the cost of constantly hitting those walls is what drives that astronomical waste.

I mean, out of that 200 billion we mentioned, providers spend roughly $20 billion just managing and appealing claims denials.

Sophia (3:58)

Wait, $20 billion?

David (4:00)

$20 billion. Just on the manual labor, the endless phone calls, and the paperwork required to argue about what should have been paid in the first place.

Sophia (4:09)

OK, wait, I have to stop you right there, because we are well into the 21st century, right?

Electronic health records have been around forever at this point. We've all sat in the room and seen our doctors just typing away on laptops during our visits. So why are we acting like this is still some huge mystery? Well, I mean, don't insurance companies literally publish their rule books online? If everything is digitized, why are hospitals still smacking into these walls?