AI tools generally work like this: you enter a few details (injury type, treatment dates, time missed), and the tool returns a “range” based on patterns.
In Liberty, that can fall apart when the claim hinges on details that an AI calculator can’t actually see, such as:
- How the injury was first reported (late reporting can trigger credibility arguments)
- Whether your medical records match your work restrictions (gaps between treatment and documentation matter)
- Whether your case involves disputed causation (common when symptoms show up after a shift change or later in the week)
- Whether wage loss reflects real schedules (especially when overtime or rotating shifts are involved)
An estimate may look confident while being built on assumptions that don’t fit how your claim is being evaluated in Missouri.


