AI tools usually work from generalized patterns. They can’t reliably see what a Manville injury case actually looks like after the fact, such as:
- How quickly symptoms were documented after a fall, collision, or job-site incident (delay can become a dispute over causation)
- Whether surveillance or traffic camera footage is available and preserved in time
- How multiple parties are involved, such as a driver + a trucking company, or a property owner + a contractor
- Whether pre-existing conditions are being used to argue “not caused by the accident”
In New Jersey, insurers frequently push for early closure when they believe the medical record is incomplete or when they think liability is unclear. A calculator won’t account for those litigation tactics.


