AI-style calculators can be useful for organizing information, but Easton cases rarely unfold like a generic model assumes. Local factors that can change the outcome include:
- Delayed symptom discovery after a collision or slip—dizziness, headaches, sleep disruption, and cognitive “fog” sometimes worsen after the initial visit.
- Conflicting accounts when multiple drivers, pedestrians, or witnesses are involved.
- Documentation friction—for example, when concussion follow-up is delayed due to scheduling, transportation, or work constraints.
In Pennsylvania, adjusters typically focus on whether the medical record supports causation (that the accident caused the neurological symptoms) and continuity (that symptoms and treatment stayed consistent). An AI estimate can’t verify those elements for your specific file.


