AI tools typically work like worksheets: you enter a few inputs (injury level, age, and care needs), and the tool outputs a range.
In real Sonoma County cases, the biggest problems usually aren’t “math”—they’re missing context, such as:
- What actually happened at the scene (visibility, road conditions, speed, lane control, distractions)
- How quickly neurological symptoms were documented after the incident
- Whether imaging and neurological exams were consistent with the final diagnosis
- Whether pre-existing conditions were discussed (and how medical causation is explained)
If an estimate is based on guessed inputs, it can overshoot (or undershoot) the damages insurers believe are provable.


