09/18/2026
Good news: I found the fix for the AI glitch! Turns out, two sets of eyes really do beat one, especially when one of them has actually stood at the bedside. Let's work smarter, not harder!
If your office is using AI to draft first-pass merit reports on new intake files, I want to flag something before one of those reports drives an intake decision that costs you money. AI-generated merit assessments are increasingly common, and increasingly wrong in ways that are hard to catch unless you already know the medicine.
Three things I see routinely when I put a clinical eye on an AI-drafted merit report:
Hallucinated findings: The model will state a lab value, a vital sign, or a documented complaint that isn't in the record because it generates plausible-sounding medical language rather than verifying it against the chart.
Invalid or misapplied standard of care language: AI defaults to generic, textbook standards. It cannot weigh the treating specialty, the hospital's own protocols, jurisdictional nuance, or a recent guideline change. A merit report stating a provider "breached the standard of care" without a nurse or physician confirming that standard actually applies is a liability in itself, not a strength, if it ends up in your file.
Missed clinical context: AI reads records linearly. It will not flag the vitals trend that should have triggered escalation, the contradiction between two providers' notes, or the late entry that changes the whole timeline; those are usually exactly what makes or breaks merit.
That is why I am offering a Second Look review. Before a merit report generated by AI goes into your file or gets relied on for an intake decision, I check it line by line against the underlying medical records and flag anything fabricated, unsupported, or clinically off, along with anything the AI missed that strengthens or weakens the case.
Flat fee: $500, covering records up to 1,500 pages or up to 5 hours of review time, whichever is reached first. If the records or review time exceed that, I will let you know before continuing, and I'll bill the remaining work at $150 per hour.
If you have a file where AI has already produced a merit report, or one about to go through that process of expensive expert review, send it my way, and I will have eyes on it within 5 business day