AI tools generally work by comparing your inputs (injury type, treatment, time off, restrictions) to patterns from other cases. That can feel helpful—especially when you want reassurance.
In practice, the biggest gaps usually come from details that aren’t well-captured by online forms, such as:
- How your work restrictions were documented by your treating provider (and whether they’re consistent across visits).
- Whether the wage loss is tied to actual missed work, not just your symptoms.
- Whether the insurer is disputing causation—a common issue when symptoms overlap with prior conditions.
- Whether the claim is headed toward a dispute (denial, delayed benefits, or contested medical issues), which changes settlement leverage.
California workers’ compensation is evidence-driven. If the record is incomplete—common when people are rushed, change doctors, or miss follow-ups—an AI estimate can be directionally wrong.


