Most AI tools work by pattern-matching. That means they can’t truly “see” the evidence that matters in an Iowa claim file.
In practice, Ankeny workers often run into the same problems when relying on an online estimate:
- Work restrictions are oversimplified. If your treating provider’s notes don’t clearly describe limitations (or if restrictions are updated late), an AI estimate may assume you were either fully able to work or completely out of work.
- Wage loss is misunderstood. Iowa claims are wage-record driven. Overtime, shift differentials, and inconsistent hours can be hard to capture if you entered “typical wages” into a calculator instead of using payroll history.
- Commuting/route disruptions get overlooked. For employees who travel between job sites (or who had to change routines because of pain), the real-world impact may be significant even if the injury didn’t happen “at a desk.” AI tools generally don’t account for day-to-day functional changes.
- Disputes are not priced in. If the insurer is likely to argue about causation, maximum medical improvement, or the permanence of impairment, the settlement value can change sharply. AI tools can’t predict the insurer’s litigation posture.
The result: an AI number can be emotionally satisfying—yet still not match what the evidence supports.


