Architecture
Turning Surgical Documentation Into Instant, Error-Free Revenue
We aren't automating medical coding. We're engineering surgical revenue from the ground up — one system, three connected engines.
One Continuous Intelligence Loop
Capture, convert, and capitalize aren't three separate products bolted together — they're one loop, where each pillar's output feeds the next.
How It's Actually Built
"You cannot validate an operative note against a Current Procedural Terminology code. You can only validate it against the facts that select the code."
That single idea drives the whole design: a two-step pipeline. Step one uses language-model reasoning to extract structured facts from free-text prose — the part language models are good at. Step two maps those facts to codes using deterministic, rule-based logic — not a model — because code selection is exactly the kind of reasoning where models are least reliable and errors are hardest to catch.
Ask, Don't Guess
Where confidence is insufficient, the system asks rather than guesses. It should never silently apply the wrong profile, and it should never refuse to run — every degradation is visible to the person using it.
Nothing Is Boilerplate by Default
Only text verifiable from another system of record, or affirmatively confirmed by the surgeon, can be pre-populated. Findings, complications, and patient condition are never boilerplate, under any circumstances.
Why Hospitals Buy NeuroFlo
Zero Revenue Leakage
Nothing billable is missed at the point of care.
Faster Cash
Clean claims move from signed note to submission in hours, not weeks.
Lower Overhead
Coders and administrators spend time on exceptions, not data entry.
More Surgical Capacity
Surgeons spend more of their day operating, less of it documenting.