AI-style tools generally work by asking for inputs like injury type, symptoms, and treatment history—then generating a range. That’s useful for organizing questions, but it can miss key East Lansing realities:
- Symptom timing can be delayed. Concussion symptoms may worsen after the initial ER visit, especially when people return to school, work, or sleep schedules change.
- Multiple incident accounts can blur causation. In busy areas, there may be more than one event (a fall after an accident, a second hit, or repeated strain) that defenses try to separate.
- Functional impact is often underestimated. In a city with commuting and campus routines, even “moderate” cognitive effects can quickly affect attendance, driving safety, grading/work performance, and ability to handle day-to-day demands.
If you rely on a calculator number as though it’s a settlement guarantee, you risk undervaluing your case—especially when the strongest evidence (your symptom timeline and medical follow-up) isn’t fully assembled yet.


