In practice, a calculator—AI or otherwise—can only organize inputs (like symptom severity, treatment duration, and work impact). It can’t verify medical causation, evaluate conflicting histories, or predict how an adjuster will weigh the evidence.
For Murray, that matters because many claims involve:
- Auto accidents on US routes and state highways where impact severity and follow-up treatment can be disputed
- Commute-related crashes where insurance companies focus on gaps in care or delayed reporting
- Falls and slip incidents tied to property conditions (including places with frequent foot traffic)
So think of any AI output as a starting point: it may help you identify what to document next, but the settlement value usually depends on what can be proven—not what the diagnosis label sounds like.


