AI calculators tend to treat wrongful death claims like a spreadsheet—inputs in, a number out. But Northfield cases often involve variables that can swing liability and damages dramatically:
- Winter crash dynamics (ice, reduced traction, braking distance, and how quickly conditions changed)
- Intersection and turning disputes (duty to yield, speed perception, and traffic control)
- Pedestrian and bicycle visibility during dawn/dusk commutes
- Road construction and detours that affect sightlines and driving patterns
- Insurance positioning—adjusters may argue fault is shared or causation is unclear
A calculator can’t review dashcam footage, incident reports, maintenance records, or witness statements. Those are frequently the difference between a claim that settles fairly and one that gets undervalued.


