Tuscaloosa has its own patterns that can change the outcome:
- Commuter routes and peak traffic: collisions often happen during predictable rush-hour windows, and establishing who had the duty to maintain safe driving matters.
- Campus-area and pedestrian activity: crosswalks, bus stops, and night-time foot traffic can complicate causation and fault.
- Construction and changing lanes: roadwork can affect visibility, lane control, and driver expectations—issues that AI tools typically treat too simplistically.
- Insurance handling in Alabama: adjusters frequently focus on what they can dispute early—medical causation, timelines, and what losses are actually documented.
Because of these realities, two families can enter the same “inputs” into an online tool and still end up with very different results once evidence and local negotiation dynamics are considered.


