Most AI tools work from generalized patterns. They can’t access your full treatment timeline, the medical provider’s functional findings, or the specific wage records and restrictions that Wisconsin insurers focus on.
In Franklin, the mismatch often shows up in practical ways:
- Commuting and multi-site work: If your duties changed after an injury—or you were moved to different locations—your real wage and loss picture may not match what you type into a tool.
- Industrial job demands: Warehouse and factory work can involve frequent lifting, repetitive motion, and time pressure. If your restrictions aren’t clearly translated into what you can (and can’t) do, an estimate may undervalue your functional loss.
- Return-to-work pressure: Insurers may scrutinize whether symptoms were reported consistently or whether treatment and restriction documentation lined up with work status.
The result? A tool may produce a “reasonable” range that doesn’t match the evidence your adjuster will actually rely on.


