The Page That Changed Everything: SiftMed’s Founding Story

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Most founding stories get polished until nothing real is left in them. SiftMed‘s story is different, because it isn’t really a story about a company. Our story starts with a young man named Martin, his 20,000-page medical record, and one detail that was almost missed.

A Motorcycle Crash, A Diagnosis, And A Doubt

Dr. Jeremie Larouche was hired for a case that never really left him.

Martin was in his twenties when a major motorcycle collision changed the course of his life. Martin was rushed to the hospital, where he underwent a series of operations. Upon regaining consciousness, Martin was no longer able to move his legs.

Martin was paralyzed from the waist down.

The conclusion seemed obvious: the crash had caused his paralysis.

Nobody had a reason to look for another answer, except Martin. He remembered something that didn’t fit. Martin was almost certain he could move his legs when he first arrived at the hospital.

Why An Independent Medical Expert Got Involved

In cases like Martin’s, law firms often bring in an independent medical expert to give an unbiased opinion on what the records show. This is where Jeremie came in – his job was to find out what happened, based solely on what was in the medical records.

For serious motor vehicle accidents and complex injuries like Martin’s, the medical file can run tens of thousands of pages. Martin’s case ran close to 20,000 pages, filled with physician notes, imaging reports, nursing charts, operative reports, and so much more. Somewhere in that pile could be the one line that told a different story than the one everyone had settled on.

One Line On Page 13,151

Then, on page 13,151, there was an entry in small print from the ICU nursing notes that clearly stated Martin was able to move his legs following his arrival at the hospital.

“The patient is able to move his legs.”

One line out of twenty thousand pages, and Martin’s entire outcome had to be rewritten. This one line led Jeremie to the evidence Martin needed. Martin’s paralysis hadn’t come from the crash. It traced back to a later complication that nobody had linked to the outcome.

If Jeremie had missed even this one line, Martin’s outcome would have been completely different. Without this piece of evidence, Martin would never have received the settlement and support he deserved.

Since then, Dr. Larouche has reviewed hundreds of cases. But Martin’s case stuck with him differently because of how easily it could have gone unnoticed. The experience left him wondering how many other cases like Martin’s were out there, with one piece of evidence still buried in the file.

What Inspired SiftMed

Jeremie was spending six to eight hours or more on any given case, and was doing ten or more every month. He spent a significant amount of his time hunched over records searching for that one clue.

He knew there had to be another way.

Jeremie told that story to Holly Hill, who has over ten years experience in growing and scaling tech companies. Martin’s story stuck with Holly in the same way – not because Martin turned out to be right, but because of how easily it could have taken a different turn. Because if one detail gets missed a person’s case can be decided on a version of events that was never true.

This story, and countless others, is what led them to build SiftMed. Holly and Jeremie aren’t looking for a shortcut around expertise, but a way to make sure that fact on page 13,151 never depends on how many hours are left in a day, or how sharp someone’s eyes are by page 10,000.

SiftMed’s mission is simple: to uncover facts that change lives.

Why Medical Record Review Still Fails People Today

Martin’s situation isn’t rare. And the people doing this work – physicians, adjusters, lawyers – aren’t overlooking a detail because they’re careless. Facts are hard to find because the files keep getting longer, the deadlines keep getting shorter, and the industry still expects one person to catch everything in a disorganized stack.

Resolving a causation dispute, like Martin’s, is one of the biggest reasons an independent medical exam gets ordered, and once it does, slow turnaround is one of the most common complaints claims professionals have in the process. We’re seeing the same problem, from opposite ends.

How SiftMed Streamlines Medical Record Review for Claims

Building SiftMed was never about replacing the judgment an experienced person brings to a case. Nothing can replace that. It’s about making sure the next physician, adjuster, or lawyer doesn’t need four days and some sticky notes to find the details that matter.

SiftMed takes a file, organizes it by date and content type, puts everything in chronological order. The platform summarizes data and extracts key details, and every output is pulled directly from the file and source-linked for verification.

Years later, SiftMed’s mission is the same. There’s a fact in every file that can change the outcome; our work is making sure it doesn’t stay hidden.