AI calculators typically use simplified assumptions. In Middletown, that can be a problem because many claims hinge on specifics that are harder to “model,” such as:
- Treatment timing after the bite (especially where swelling, infection risk, or wound care shows up later)
- Photographs and wound descriptions that match the medical record
- Whether the bite occurred in a setting where the dog owner had reason to anticipate foot traffic (front yards, shared driveways, near common entrances, etc.)
- Credibility gaps—for example, when an initial description conflicts with later medical documentation
Insurance adjusters may also use early settlement pressure as leverage. A calculator can’t account for that negotiation dynamic.


