AI tools are designed to respond to your inputs (injury type, dates, body part, treatment, and whether you missed work). That’s helpful for getting a rough sense of how these cases sometimes resolve.
However, workers’ comp outcomes depend heavily on what the file can prove—things like:
- whether your treating provider clearly documented work restrictions
- whether you reached maximum medical improvement (MMI)
- whether wage loss is supported by records and consistent timelines
- whether the insurer questions causation or the credibility of the incident history
In a commuter-and-industrial area, it’s not unusual for injured workers to have complicated work schedules (early starts, overtime patterns, multiple job duties). If an AI tool doesn’t reflect that complexity—your restrictions, your actual job demands, and your earnings pattern—the estimate can land far from reality.


