They’re going to put me out of business
“They’re going to put me out of business. They want over a million dollars. I don’t have a million dollars”, his voice cracked over the phone.
“Who?” I thought to myself. The Russian mafia?
Years ago, I used to write software and mathematical routines for online sports betting platforms. One of our systems would get hit like clockwork—always right before the Super Bowl. Russian mafia. They’d call and say, “Pay us, or we’ll take your site offline.” And they could. They’d DDoS us into the ground. Usually, we paid—because when the alternative is a crash during the biggest betting day of the year, you don’t mess around.
“I’m going to have to sell the building. This will ruin me. They’re clawing back everything”. He continued.
This wasn’t the Russian mafia – it was worse: it was Medicare.
I stepped into my client’s office, mind racing, trying to piece together what the hell was happening. Been working with this guy for years—never a hiccup. He ran a solid operation, serving patients who genuinely needed it. Never once saw anything sketchy. I collected the information, calmed him down, and reminded him we have everything documented.

The Audit Trap
Here’s what they don’t tell you about Medicare audits: they’re not really audits. They’re retroactive death sentences wrapped in paperwork.
Medicare doesn’t review all your claims. They hand a slice—maybe 150 claims—to a third-party contractor whose job is to claw back money. If the contractor thinks the documentation for 75% of the sample isn’t strong enough, they extrapolate. Meaning: they assume everything is invalid. Every claim. Every patient. Every dime.In this case? That would have been millions.
The services had already been provided. The work had already been done. The bills had been paid. There was no fraud—just missing or misunderstood documentation. But the government doesn’t care. If the audit sticks, the clinic folds.
And here’s the punchline: they hadn’t even made that much money. Anyone who’s actually worked in medical billing knows Medicare reimbursement isn’t exactly a goldmine. It’s barely sustainable on a good day.
Preparedness Pays Off
Most of the time when someone calls us after an audit notice, we can’t do much. But this clinic had something most don’t: they’d been using FairPath since day one.I told them to take a breath. I was already in the system. FairPath wasn’t built just to run billing workflows—it was built to defend them. And now it was time to prove why that mattered.
While Medicare reviewed their 150-claim sample, I didn’t just pull documentation for those 150. I started stitching together a much larger picture. Clinician notes, EMR data, claim history, call records, messages—we gathered evidence across every system they used. Not just the obvious fields, but the buried ones. Not just structured entries, but the soft signals and contextual breadcrumbs that show real care was delivered.
Then I loaded everything into SemDB, our semantic database. This gave us a unified structure for connecting all that disparate information: patient encounters, communications, documentation trails, claim metadata—stitched together into a coherent, queryable layer. That orchestration allowed us to go beyond responding to the audit—we could investigate it.
I used their own 150-claim sample as a model and extrapolated across the patient base, proactively surfacing any patterns that might have triggered concern. I won’t go into the specifics of what we found, but I can say this: the goal wasn’t just to push back on Medicare. The goal was to make sure every patient had truly received the care they were promised—and that the record showed it.
What we delivered to the auditors wasn’t a pile of PDFs. It was a comprehensive, structured, cross-referenced case file—something that normally takes a hospital system a full compliance team to produce. But this wasn’t a hospital. It was a medium-sized clinic with no compliance department, and we gave them the tools to stand toe-to-toe with a federal audit.We didn’t argue. We presented. And what we presented made it clear: the care was there, the documentation was there, and the clinic had done its job.
They didn’t take a dime.

Why I Built FairPath
Because I’ve seen too many clinics blindsided by clawbacks they couldn’t fight—not because they did anything wrong, but because they didn’t have the documentation the system demands.
Medicare audits don’t make headlines, but they end practices. Small and mid-sized clinics don’t have compliance teams, regulatory lawyers, or forensic analysts. They have overworked staff, a limited budget, and a calendar full of patients. The audit process wasn’t designed for them. It was built to claw money back, favor complexity, and punish anything that doesn’t look perfect on paper.
FairPath exists to flip that script.It’s not just billing software. It’s infrastructure for proof. It doesn’t just help you run a practice—it helps you protect it. It logs, structures, and defends your work in real time, across multiple systems, without asking your team to become compliance experts. In an audit, it doesn’t just hand over files. It presents a case.It’s AI—but not the kind that guesses. It’s explainable, deterministic, and rooted in reality. It builds your defense as you operate, without slowing you down.
Since launching FairPath, we’ve helped our clients prevent over $8.6 million in Medicare clawbacks. That’s not theory. That’s battle-tested.
Audit-proofing isn’t something you bolt on at the last second. It’s something you build into the workflow. That’s what FairPath does.
So if you’re tired of waiting for the letter… if you want to know what we captured, how we logged it, and how we’ve helped practices survive what others couldn’t.
You don’t need to be scared of the audit.
But you do need to be ready.