AI can be helpful as a starting point, but Ontario workers’ compensation files frequently include variables that push results higher or lower:
- Commuting and schedule disruption: Many injuries are reported after long drives, early starts, or late shifts. If the timeline of treatment and work restrictions doesn’t match the work reality, insurers often argue the injury impact was overstated.
- Industrial and construction workflows: Injuries in physically demanding roles can involve multiple job duties (lifting, ladder work, forklift/vehicle proximity, repetitive motion). If your restrictions are broad or vague, adjusters may treat them as temporary.
- Documentation expectations in California: In CA, the credibility of your medical record matters. An AI estimate can’t confirm whether your treatment notes clearly connect symptoms to work activity, or whether work restrictions are stated in a way that supports impairment and future needs.
That’s why an online calculator should not be treated as an answer—it’s usually a preview of what information the insurer will later scrutinize.


