Most AI tools work by comparing your inputs to patterns. The problem is that workers’ comp outcomes aren’t standardized in the way a calculator assumes—especially when Michigan insurers focus on the details.
In Troy, it’s common to see claims where the dispute hinges on things like:
- Work restrictions documented late (missed opportunities early in treatment)
- Gaps in care due to scheduling issues or return-to-work pressure
- Role-specific job duties (what you could do in an office vs. what you could do on a production floor)
- Wage calculations that don’t fully reflect overtime/shift patterns from local employers
An AI estimate can’t reliably account for how your doctor’s restrictions translate into whether you could actually perform your job in the real world.


