by Mason Bright
The new hire sits down and stares at a stack of forms. Benefits. Direct deposit. Code of conduct. Policies that matter yet drown people in paperwork. HR teams do what they can. They lose hours anyway. Dealers know this rhythm because they live it with their own reps and techs. So we asked a plain question. What if a robot handled the rote and gave humans back the hard parts.
The pilot is simple. We trained an LLM on a dealer’s HR manual. We loaded it onto a robot we already use for office demos. The bot can move like any AMR. It can also talk. It knows the handbook down to the last line break. A new employee sits with it. The robot answers questions, collects information, and walks the person through an orientation flow. When done, it writes back to the system and logs what it did.
In the webcast, we did not pitch it as a cure-all. It is a force multiplier. It turns three hours into minutes for routine cases. It runs after lunch when HR is pulled into something urgent. It can point a human to anything sensitive or nuanced. It does not fall sick. It does not forget a step. It becomes another member of the office that never needs a calendar hold.






