East Palo Alto’s day-to-day reality can create complex incident narratives: commuting routes, changing traffic patterns, and sidewalks/crosswalk areas that may be heavily used. When a death follows a roadway crash, a pedestrian incident, or a collision near busy corridors, the “why” can be contested—sometimes by multiple parties.
AI tools typically operate on generalized inputs and averages. They may not capture details that commonly determine whether liability is clear or disputed, such as:
- Whether the decedent was in a crosswalk or at an intersection and what the traffic controls showed
- Driver visibility and reaction time (nighttime conditions, lighting, weather)
- Speed and braking data (when available)
- Whether multiple vehicles or entities contributed (including owners/operators)
- How California fault principles affect the story when more than one party is argued to be responsible
That’s why an estimate can mislead families into thinking the case is “worth X” when the real issue is whether the evidence supports a strong theory of liability and compensable damages.


