Jun 9, 2026, 12:00:00 AM
Ground Truth: The Word AI Borrowed That the Frontline Has Always Needed
In machine learning, “ground truth” is the verified, accurate baseline a model is trained and evaluated against. It’s the known answer, the ...
What frontline teams asked Shelbe in its first week
In its first week, frontline teams across healthcare, hospitality, and industrial work asked Shelbe the questions they would otherwise stop a manager, call HR, or dig through a binder to answer. Here is what they asked.
THE FIRST WEEK
Eight categories, one point of access, in the app they already carry.
Nobody on this list is asking anything hard. Every one of these questions already has an answer somewhere: a handbook, a schedule, a benefits guide, a message from last month. The hard part has always been reaching that answer from a loading dock or a guest floor, usually right before a shift.
So we looked at what people actually typed. We grouped the first week of questions into eight categories and trimmed them lightly. The words are theirs.
What the workforce is asking · real questions, lightly trimmed
01
HR, Benefits & Pay
The everyday life admin of work, answered without a call to HR.
“2027 benefits guide”
“How many PTO days do I get?”
“Can I miss work for jury duty?”
02
Scheduling & Attendance
Shift-critical questions, answered before the shift starts.
“Do I work tomorrow?”
“How many hours before my shift do I need to call out?”
“What are the blackout days?”
03
System Access & App How-To
The front door to every other tool a team member needs.
“How do I log in to the scheduling system?”
“Where can I find paystubs?”
“Where can I find my employee ID number?”
04
Policies & Standards
The “what’s the rule” questions, with the current answer.
“What’s the dress code policy?”
“Attendance policy”
“Giving notice guidelines”
05
Guest & Property
On-property logistics for hospitality teams.
“What conventions are happening here?”
“Can I book a hotel at other properties?”
“Details on the open house event”
06
Care & Clinical
Care teams get answers at the point of care.
“Where’s that message about my patient’s prescription?”
“What is the comfort meal schedule this month?”
“Preferred method of patient transport”
07
Onboarding & Training
New hires get oriented in the app they already carry.
“I’m new here. Give me the tour of the app.”
“When is my start date?”
“What is the orientation schedule?”
08
Safety & Operations
Compliance and operating rules, on the floor and on the lot.
“Can you bring up the vehicle restrictions?”
“Inclement weather policy”
“Need to contact Human Resources”
One app. Every industry.
The same assistant, shaped to each workforce. Mobile and frontline teams and communities get one place to ask, at any hour, from any site.
● HEALTHCARE
● HOSPITALITY
● INDUSTRIAL
What stands out
Most of these are the questions that used to land on a supervisor or an HR inbox, one person at a time. Do I work tomorrow? How many PTO days do I get? Where can I find paystubs? Each takes seconds to answer and minutes to track down.
The mix also changes by workforce. Hospitality teams ask about conventions and bookings at other properties. Care teams ask about patient transport and a message tied to a prescription. Industrial teams ask about vehicle restrictions and weather rules. It’s one assistant, and it answers from each organization’s own information.
And new hires show up right away. “I’m new here. Give me the tour of the app” is a real first-week question, and a good sign that people treat Shelbe as the place to start.
The single point of access for mobile and frontline work.
Let’s chatReal questions, lightly trimmed · Sep 2026