Online tools generally work off broad averages. They may not reflect the details that matter locally, such as:
- High-speed roadway merges and intersections where visibility and lane position are disputed
- Construction zones on approach roads where signage, lane control, or work-zone warnings become key
- Crashes tied to tourist traffic patterns (weekend surges can affect travel speeds and driver attentiveness)
- Evidence challenges common in smaller jurisdictions—sometimes there are fewer witnesses than people expect
Because of that, an AI estimate can be a useful starting point, but it can’t “see” the evidence that insurers rely on in Redmond claims.


