Online AI tools typically work from broad patterns. Your Ruston claim, however, is shaped by details that don’t fit neatly into a form—like how quickly you were treated, whether your restrictions were clearly written, and whether your wage loss is supported by the records the insurer actually uses.
In many Louisiana workplaces, disputes tend to cluster around:
- Whether the work incident is documented the same way it’s described later
- Whether medical notes clearly support functional limits (lifting, standing, repetitive work)
- Whether the wage impact is provable using payroll history and benefit records
- Whether the case is still in the “active treatment” phase or has shifted toward impairment issues
AI can’t reliably see those case-specific weaknesses or strengths. That’s why an estimate can feel “close” while still being off by a lot.


