AI tools typically work best when cases follow a simple pattern. Real workers’ comp claims rarely do.
In Franklin, common reasons estimates drift from reality include:
- Commute- and schedule-driven work impact: If your restrictions clash with your employer’s shift coverage needs, insurers may push for “you can work” conclusions that don’t match your actual functional limits.
- Documentation gaps from quick transitions: Many injured workers return for follow-ups sporadically at first (because of work schedules, travel time, or difficulty coordinating appointments). AI calculators can’t see that missing timeline—while an insurer will.
- Tennessee-style disputes that narrow settlement value: Insurers often focus on whether your injury is work-related, whether treatment was medically necessary, and whether maximum medical improvement has been reached.
Key takeaway: If an AI tool tells you a range, treat it like a weather forecast—not a promise. The “forecast” can’t account for how Tennessee adjusts value based on the evidence available.


