AI tools typically estimate outcomes using broad patterns—often treating a diagnosis as if it automatically produces a predictable value. Real TBI cases are less tidy.
In Vineyard, disputes commonly hinge on issues like:
- Symptom timing after a crash or slip (especially if symptoms started mildly and worsened later)
- Consistency of treatment (gaps can be used to argue the injury was less severe)
- Functional impact in everyday routines—driving, working shifts, caring for kids, or managing concentration-heavy tasks
- Causation arguments—insurers may suggest headaches, dizziness, or “brain fog” come from something else
An AI estimate can be a useful way to organize questions, but it can’t verify your medical story or predict how an insurer will challenge causation.


