AI calculators are built to accept inputs—diagnosis, injury date, body part, missed work, treatment history—and then spit out an estimated range.
But in Manhattan, the timeline matters more than most people expect. Insurers often scrutinize:
- How soon you reported symptoms after the incident
- Whether your first medical visit clearly connected symptoms to the workplace event
- Whether treatment progressed in a consistent way (or whether there are unexplained gaps)
- When your doctor provided work restrictions and whether those restrictions were specific
If your injury narrative is fragmented—common when you’re trying to juggle commuting, family obligations, and appointments—an AI estimate can look “reasonable” while still being built on incomplete facts.


