Many AI tools try to generate a number by averaging outcomes. That approach can break down quickly when the situation involves issues that commonly come up locally, such as:
- Commuter traffic and intersection conflicts near major corridors, where fault can be contested (speed, lane position, distraction, signaling, visibility)
- Pedestrian and cyclist impacts in busier stretches, where questions about lookout, roadway design, and causation matter
- Worksite and contractor injuries connected to industrial and construction activity, where multiple parties may share responsibility
Even if two cases look similar on the surface, the settlement value may differ dramatically based on the strength of liability evidence, the quality of medical documentation, and how damages are proven.


