AI tools are pattern-based. They don’t have your medical chart, your entire treatment timeline, or the details adjusters rely on when they evaluate whether benefits should be accepted, adjusted, or disputed.
In Davis, common situations that can distort AI estimates include:
- Commute-and-activity mismatch: If your injury affects activities you do on the way to work (biking routes, parking lots, loading/unloading, stairs), the effect may not show up clearly unless your treating provider ties it to functional limits.
- Early return-to-work pressure: Employers may encourage you to “do something” before restrictions are clearly established. If your records show gaps, the insurer may argue the injury is less severe.
- Documentation gaps around restrictions: If work restrictions are vague (“avoid heavy lifting”) without measurable limitations or duration, an AI calculator may undervalue the disability picture.
An AI range can be useful as a starting point—but it shouldn’t be treated as a forecast of what California’s claims process will ultimately pay.


