Many AI calculators work off patterns in past cases. That can feel reassuring—until the estimator assumes facts that don’t match your Newton situation.
Common ways estimates go off track:
- Your work schedule doesn’t resemble the calculator’s “typical” case. If your job involves rotating shifts, overtime, or irregular hours around local production/warehouse demand, a generic model may understate wage impact.
- The insurer treats commuting and job-site timing differently. In Newton-area workplaces, the incident may be tied to a job site, a loading dock, a client location, or a specific time window. If the claim narrative isn’t tight, the insurer may challenge compensability.
- Your medical timeline is more complex than the tool assumes. If you had delayed imaging, intermittent treatment, or restrictions that changed after follow-ups, an AI range can miss how the record actually developed.
In short: an estimator can’t see the evidence your adjuster will rely on—so its “range” isn’t the same thing as case value.


