AI tools typically work by matching your inputs to patterns from other claims. That sounds helpful, but it breaks down when the key issues are fact-specific—which is exactly what California workers’ compensation turns on.
In practice, calculators often struggle with:
- How your injury affects your real job duties (not just your diagnosis). In a suburban community like San Marino, many workers have consistent, commuting-based routines—so even “moderate” restrictions can translate into meaningful wage loss.
- Medical documentation quality. If the record doesn’t clearly describe functional limits, the insurer may treat your condition as less limiting than it truly is.
- The timing of reporting and treatment. California claims can become contested when there’s a gap between symptoms, medical visits, and the formal record.
- Whether the case is headed toward resolution or dispute. Two people with similar injuries can end up with very different outcomes depending on whether issues are accepted early or contested.
If your calculator output feels “too low,” it’s often not because you entered something wrong—it’s because the tool can’t see how your evidence will be weighed in a California claim.


