Anaheim, California — Nursing homes that rely on routine documentation habits may be in for a rude awakening. Payers are now deploying artificial intelligence to scan claims at a scale that would have been impossible just a few years ago, and providers who haven’t adapted their documentation practices are squarely in the crosshairs.
That was the message clinical leaders delivered this week at the Post-Acute and Long-Term Care Medical Association’s annual conference.
AI Is Already Reading Your Notes
The shift is already underway. Payers use automated software to comb through massive volumes of claims data, looking for patterns that suggest billing irregularities — cloned notes, overused high-level billing codes, vague chief complaints, and mismatched diagnosis codes. When the system flags something, it hands the case to a human auditor. That’s when things get expensive.
“Automation is expanding,” said Jamie Smith, a clinician development specialist who presented at the conference. “Payers have these computer software programs reviewing huge amounts of claims and data. They’re looking to see if you copy today’s note from the last several notes. AI is wonderful, but it’s not perfect, so we have to make sure we review it for accuracy.”
Note cloning — copying a previous note wholesale instead of documenting the current clinical picture — came up repeatedly as a major trigger. Auditors treat it as a sign of inadequate individualized care, and it can lead to claim denials even when the care itself was appropriate.
Say What You’re Thinking — Out Loud
The fix isn’t complicated, but it requires discipline. Clinical reasoning that might feel implied in a paper chart needs to be explicitly written out. Why is this patient being seen again? What has changed? What’s the treatment plan and why?
“Now is the time, more than ever, to go ahead and explicitly state what you’re thinking,” Smith said. “Computers are looking for this stuff, and when they find it, they hand it over to a human.”
The warning comes at a moment when billing scrutiny in nursing homes is intensifying, with a growing range of services drawing external review from multiple audit entities — Medicare Administrative Contractors, Recovery Audit Contractors, and Unified Program Integrity Contractors among them.
Don’t Just Pay It Back
There’s also a strong case for fighting back when auditors get it wrong. Between 50% and 60% of audit findings are overturned on appeal, presenters said — a fact that operators often overlook when they receive a recoupment demand.
“Don’t just pay back the money,” said Michelle Martin, director of documentation integrity for Eventus WholeHealth. “That is what they’re looking for.”
Appealing with solid documentation, she added, is not just a right — it’s a strategic necessity. Simply repaying a disputed claim can signal that the problem is ongoing, potentially inviting a broader audit review.
For nursing home operators already navigating staffing pressures and Medicaid uncertainty, the compliance burden just got harder to ignore.
