San Leandro traffic patterns create collision scenarios that don’t always fit the simplified assumptions behind many AI estimates. For example, crashes that happen around commuter corridors, high-speed merges, or dense city traffic can produce complex liability questions—especially when a commercial driver, a trucking company, and maintenance practices are all in play.
An AI tool may assume liability is straightforward and that injuries follow a typical course. But in California claims, insurers frequently challenge:
- whether the truck driver’s actions were the real cause
- whether the trucking company followed required safety and maintenance standards
- whether medical treatment was reasonable, necessary, and tied to the collision
- how long symptoms should reasonably continue
That’s why the “calculator number” is best viewed as a starting point—not a settlement forecast.


