AI calculators typically work by taking the details you type in—injury date, body part, treatment, missed work—and mapping them to patterns from other claims. That can feel helpful, but New York workers’ compensation outcomes are heavily driven by what the insurer can prove from the specific record in your file.
In Johnson City, many workers’ comp cases involve conditions that are tied to ongoing physical demands—warehouse or distribution work, trades, healthcare support roles, and construction-adjacent jobs. For these cases, small documentation gaps can change the valuation dramatically. An AI estimate can’t reliably tell whether:
- your medical notes clearly support work restrictions,
- your wage loss matches payroll records (including shift patterns and overtime),
- the timeline of symptoms is consistent with what was reported and treated,
- the insurer will contest causation or extent of disability.
So while an AI tool may generate a “range,” it can miss the exact weaknesses an adjuster will target.


