Written from doing the work, not from reading about it
Medical bill review, expert reports and New Jersey PIP, from someone who spent eight years assembling those files by hand before building anything to do it. Every number in these pieces is one we counted ourselves.
Hospital price transparency files: how to actually use one
Almost every US hospital publishes its own prices, in a file most people never find. The standard address, what the 2026 rules added, and how to benchmark a bill against six comparable hospitals.
AI medical bill review: why we gave the model less to do
Every accuracy problem in the engine got fixed by taking work away from the AI. Four rounds of demotion, the number it once invented, and what the model is left doing.
Medical bill review: the four days before the opinion
In a 3,000-page bill review the expert opinion takes hours. Assembling the data underneath it took three to four days by hand. Where that time goes, and what a transcription error actually costs.