AI tools are often built to simplify a complicated question: “What might this be worth?” They may use your inputs to estimate broad categories like:
- past medical bills
- future treatment needs
- income loss
- non-economic harm (pain, limitations, emotional impact)
For Manville families, the practical value is usually timing. You may be trying to plan around missed work, ongoing therapy, or mounting costs while you’re gathering records.
Still, the usefulness of an AI estimate depends on whether the information you enter matches what NJ decision-makers will later require—specifically, proof of breach (deviation from accepted care) and causation (that the provider’s conduct caused the harm).


