Online tools typically generate a range by using generalized inputs—injury type, age, and a few care-related assumptions. But Apple Valley cases often hinge on details that an AI tool can’t fully see, such as:
- How the crash occurred (impact speed, traffic control, lane changes, distraction, braking distance)
- Whether symptoms were documented immediately or later explained as delayed onset
- Whether the medical record ties the neurological findings to the event
- The stability of your condition and whether doctors can describe expected changes over time
In practice, insurers in Minnesota may treat an AI estimate as “informational,” then push back if the medical timeline, causation, or future care documentation is incomplete.


