AI tools commonly use a simplified model based on general inputs—age, relationship, expenses, and broad incident categories. That approach breaks down in real-world fatal cases, including those that arise from:
- Commuter collisions on nearby roadways where fault can hinge on speed, lane position, signal timing, and witness credibility.
- Pedestrian or crosswalk-related injuries in busier stretches where drivers and sightlines may be disputed.
- Worksite or contractor incidents tied to industrial and service operations common in the South Hills area.
In these situations, the “story” of what happened matters as much as the financial losses. An AI calculator can’t interpret police observations, reconstruction evidence, insurance communications, or medical records that explain how the fatal outcome occurred.


