AI tools typically work by taking the facts you type in and producing a range based on generalized assumptions. In Chicago, that can be especially limiting because the circumstances that lead to fatal incidents are often fact-intensive, such as:
- Crash dynamics in congested corridors and multi-lane roadways (speed, lane positioning, braking, visibility)
- Pedestrian and cyclist conflicts in high-foot-traffic areas where timing and signaling matter
- Construction and detour-related hazards (work zone markings, traffic control plans, equipment placement)
- Transit-adjacent incidents where multiple parties may be involved and responsibilities can be disputed
Even a well-designed calculator can’t review police reports, surveillance footage, traffic signal data, employment records, or medical causation opinions. Those are the documents and analyses that typically influence how insurance carriers value a claim.


