AI tools typically work by comparing your answers to broad patterns. That sounds helpful, but it can break down when your case involves factors that are common in our area:
- Shift timing and wage structure: If your pay included overtime, seasonal adjustments, or variable hours, a generic calculator may not reflect how lost income is actually calculated from your records.
- Work restrictions that evolve: Many injured workers don’t have stable limitations from day one. Restrictions may change after follow-up exams—an AI estimate may assume a smoother medical course than what your file shows.
- Documentation gaps after the injury: In real life, treatment can be delayed by scheduling, pharmacy issues, transportation, or difficulty obtaining specialist appointments. If the timeline looks incomplete, insurers may argue the injury is less severe.
The result: an AI range can feel “reasonable,” yet still be off because it can’t verify the evidence insurers rely on in California.


