Most AI tools work like a “best guess” based on the inputs you provide—diagnosis, treatment dates, missed work, and similar categories. That can feel helpful, but Lincoln Park claims frequently hinge on issues that don’t fit neatly into a calculator-style prompt:
- Documentation gaps created by real schedules. Shift workers may struggle to get follow-up appointments documented in a tight timeline, especially when symptoms flare after commuting or after longer days.
- Functional restrictions that aren’t clearly translated into job limits. A medical record might mention pain, but if it doesn’t map restrictions to what you can safely do at your employer, insurers often argue the wage-loss impact is smaller.
- Disputes about whether symptoms truly connect to the workplace event. In urban areas with many “similar-sounding” injuries (back strain, shoulder pain, repetitive stress), causation questions are common.
An AI estimate can’t review imaging reports, impairment findings, or the specific wording of your work restrictions. In practice, those gaps are where settlement value is won or lost.


