AI tools are designed to convert a few inputs into a projected range. For many families, that “range” feels like progress.
In practice, those tools tend to rely on assumptions—such as how much a person earned, how long they might have worked, or how claims typically resolve—without knowing the details that often drive outcomes in Marin County and throughout California.
In San Anselmo specifically, common case patterns can skew results: multi-vehicle collisions, speed and visibility issues on commute corridors, impaired driving allegations, pedestrian or bicyclist involvement near neighborhood traffic, and disputes about how the fatal injury was caused.
An AI estimate may not account for these real-world differences.


