AI tools typically generate a number using simplified inputs. In Parlier, the hard part is usually not the “math”—it’s the story behind the incident.
For example, fatal cases involving:
- commuter traffic (speed, lane changes, distracted driving, visibility at dawn/dusk),
- intersection and turning collisions,
- worksite-related hazards (equipment, slips/trips, protective measures), or
- delivery and freight activity
…often hinge on details like driver behavior, scene documentation, and whether causation is properly supported. A calculator can’t review police narratives, vehicle data, witness credibility, or medical records that connect the injury to the death.
That’s why we treat any online estimate as a starting question—not as a forecast you should build your financial decisions around.


