AI tools can be useful as a starting point, but they typically assume your case behaves like a “typical” pattern. Norman claims don’t always follow that script.
In practice, the biggest gaps show up when:
- Your work restrictions don’t line up with what you actually do (for example, job duties that involve repetitive lifting, climbing, loading/unloading, or long shifts).
- Your medical timeline has delays or inconsistent documentation—something that can happen when treatment appointments don’t line up neatly with the insurer’s requests.
- Your wage loss picture is incomplete, especially if your earnings include variable hours, overtime, shift differentials, or inconsistent schedules.
- The insurer disputes causation or extent of impairment, which is where generic “range” outputs can become misleading.
A calculator may generate a number that sounds reasonable, but it usually can’t see the documents Oklahoma adjusters and evaluators rely on—medical records, work restrictions, benefit calculations, and the procedural posture of your claim.


