Most AI tools work by comparing your inputs to patterns from other cases. That’s not automatically useless—but it’s easy for an estimate to drift when the facts don’t match the tool’s “average” assumptions.
In Boone and Central Iowa, we commonly see mismatches in three areas:
- Work schedules that don’t fit the template: shift swaps, overtime that isn’t reflected consistently, or changing duties can make wage-loss inputs inaccurate.
- Treatment timing tied to real access issues: depending on provider availability and how quickly records get transferred, your medical timeline may look “gappy” even when you were doing your best to get care.
- Functional impact that doesn’t translate to a single diagnosis: back, shoulder, and repetitive-stress injuries often improve or flare based on specific tasks—so a tool that only sees “body part + diagnosis” may undervalue impairment.
The key point: an AI calculator can’t review the evidence your insurer will actually scrutinize in an Iowa workers’ compensation file.


