Most AI calculators generate a range based on patterns from other cases. That can feel reassuring when you’re dealing with medical appointments, missed shifts, and uncertainty.
The problem? In California, insurers don’t settle based on “typical outcomes” alone. They evaluate the credibility of the evidence and the legal posture of the claim—things an AI tool can’t review. For example, an estimate might assume your injury progressed in a straightforward way, but your records in reality may include:
- gaps in treatment (common when people try to “push through” early pain)
- inconsistent work restrictions from different providers
- disputes about whether symptoms were caused by the job incident
- wage calculations that don’t fully capture overtime or variable schedules
In Carlsbad, where many employers rely on seasonal staffing and variable hours in hospitality and service roles, wage documentation issues can be especially impactful.


