AI estimates can be tempting because they offer instant structure: you enter your diagnosis, treatment dates, and whether you missed time from work, and the tool produces a “likely range.”
The problem is that New York workers’ compensation outcomes rarely line up neatly with generalized patterns. Two claims with the same injury name can resolve very differently depending on:
- Whether your treating provider clearly documented work restrictions (and updated them when symptoms changed)
- Whether the insurer challenged the injury timeline (late reporting, gaps in treatment, or inconsistent narratives)
- How wage loss is supported through payroll records and benefit history
- Whether maximum medical improvement (MMI) is reached and what the doctor opines about future limitations
A tool can’t see the evidence your insurer will review. It can’t measure the credibility of your medical timeline. And it can’t anticipate the arguments an adjuster may use to reduce exposure.


