In Larkspur and Marin County, serious collisions often involve multiple moving parts—turns onto busier corridors, changing traffic patterns during peak commute hours, braking distances, visibility conditions, and whether a driver maintained control. When a death follows an accident, insurance companies frequently dispute:
- Who caused the collision (and whether someone else’s actions were a substantial factor)
- Whether the medical timeline supports causation
- Whether comparative fault reduces recovery
That’s why an AI estimate can feel “close” at first and then miss the mark once liability arguments are actually developed.


