Most AI tools work from patterns: common diagnoses, typical treatment timelines, and simplified assumptions about wage loss and impairment. That’s where the mismatch begins.
In South Burlington, the “how” of an injury can be closely tied to day-to-day environments—like:
- Time pressure and overtime around peak business hours
- Shift work that complicates documentation of symptoms and follow-up care
- Incidents near parking lots, loading areas, and entrances (where reporting delays are common)
- Jobs that require frequent commuting between sites, making work restrictions harder to track
When those specifics aren’t captured in your inputs, the output can be misleading—either too low (undervaluing documented limitations) or too high (overestimating the strength of medical evidence).


