By: Gene Spirito on September 11th, 2026

Print/Save as PDF

The AI Everyone Demos, and the Four Steps Nobody Shows You

AI | RCM | EHR


If you have sat through more than one software demo in the last year, you have seen the same fifteen minutes.

A provider talks to a patient. Nobody types. A structured note appears on screen. The room makes an impressed noise, somebody asks how long it takes to learn, and the demo moves on.


It is a good feature. It is also the easiest one to build and the easiest one to buy, which is why every vendor in this market has one to show you.

The harder question, and the one that almost never comes up in an evaluation, is what happens to that encounter after the note is written.


Follow the visit, not the feature


A patient encounter does not end when the provider stops talking. It moves through four stages, and AI can do work at every one of them. Here is what happens at each stage, and where the work still lands on a person instead of the software.

  • The encounter. The note gets captured. This is the part everyone demos.
  • The chart. The note becomes codes. Diagnoses get linked to what is actually in the labs and the medication list. Visit level coding gets suggested from the documentation itself. A consult letter goes back to the referring physician.
  • The claim. The charges become a claim, and the claim either goes out clean or it does not. Scrubbing catches the errors. Payment probability gets scored while there is still time to fix something.
  • After the claim. Denials arrive. Appeals get written. Faxes arrive all day and somebody sorts them.

Most practices we talk to have AI at stage one and people at stages two, three, and four. That is not a small gap. That is three quarters of the path being handled by hand while the software gets described as AI-powered.

📌 Take the AI Check

Why the gap exists


Almost all of the AI being sold in healthcare software right now is licensed from somebody else and connected through an interface.

That works fine for the demo, because the demo only covers stage one. It gets harder later. The note arrives in the chart as a block of text your coder cannot do much with. The documentation AI has no idea what happened to the claim four days later, because it was never looking at claims. When the third party changes their API, your vendor is in the same position you are, waiting for somebody else to fix it.

None of this is visible in a sales cycle. It shows up eight months in, when the thing that was supposed to save your staff time turned out to save it in one place and create work in two others.


Four questions worth asking every vendor on your list


These are not trick questions and they are not specific to us. Ask them of everyone, including whoever you are with now.

  1. Show me the path from the encounter to the payment. Not the scribe. The whole path. Where does AI touch it, and where does a person have to pick it up?
  2. Did you build this, or are you reselling it? The answer tells you who you are actually depending on, and who picks up the phone when something breaks.
  3. Does the AI that documents the visit read from the same database as the AI that bills it? If the answer involves the word interface, you now have a seam, and seams are where context and money get dropped.
  4. What does this cost, and is it a separate line item? AI sold as an add-on module tends to stay an add-on. Ask what is included and what is a separate SKU.

The part that pays for the system


If you only push on one stage, push on the claim.

The clinical AI is what makes providers happy and it is worth having. But the financial side is where a system either returns money or quietly loses it. Claims scrubbed at posting and again before submission. Payment probability scored, with the reasoning, before the claim leaves. Denial workups drafted so your team edits instead of writing from scratch.

None of that is exciting in a demo. It shows up as a smaller denial pile every week, which is the version that actually matters when you are looking at your AR at the end of a quarter.


Find out where your own gaps are


We built a short self assessment that walks through all four stages and asks twelve questions about what your current system does on its own. It is not about our software. Nothing in it mentions a product name.

Answer it for whatever you are running today and you will get back the list of steps your staff is still handling by hand.

It takes about five minutes.

Take the AI Check




Want to see what AI at every stage looks like in one system? View the AI feature map or call 1-800-899-4237, ext. 2264.