Most AI calculators are built to recognize patterns. The problem is that workers’ compensation is evidence-driven, and California’s system turns on what can be supported—not what sounds reasonable.
In Roseville claims, we commonly see estimates go off track when:
- The medical timeline is incomplete (missed visits, delayed reporting, or inconsistent symptom descriptions)
- Work restrictions aren’t backed by treating-provider findings
- Wage loss doesn’t match the file (overtime, shift differentials, and schedule changes)
- The insurer disputes causation—for example, when records suggest a different or preexisting source of symptoms
An AI tool may output a range that feels plausible. Still, without access to your complete file, it can’t reliably forecast how the insurer will evaluate disputed issues.


