Assist patrons at hotel, apartment, or office building with personal services. May take messages; arrange or give advice on transportation, business services, or entertainment; or monitor guest requests for housekeeping and maintenance.
Time card
| Mine | Task, by time spent | Human | With AI | AI | Robot |
|---|---|---|---|---|---|
Provide information about local features, such as shopping, dining, nightlife, or recreational destinations.1h 27m a shift · Observed in AI useTypical AI request: about 1h 1m alone, 12m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Make reservations for patrons, such as for dinner, spa treatments, or golf tee times, and obtain tickets to special events.1h 27m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Provide directions to guests.58m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Receive, store, or deliver luggage or mail.44m a shift · Robots only in factory cellsWhy this label?Robots have done this only in factory setups built around the machine, so it stays Human for concierges. How labels work | |||||
Make travel arrangements for sightseeing or other tours.36m a shift · Observed in AI useWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Perform office duties on a temporary basis when needed.29m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Provide business services for guests, such as sending or receiving faxes or shipping packages.29m a shift · Robots only in factory cellsWhy this label?Robots have done this only in factory setups built around the machine, so it stays Human for concierges. How labels work | |||||
Pick up and deliver items or run errands for guests.22m a shift · Robots deployed · e.g. Relay / Relay2Why this label?Marked Robot because Relay / Relay2 (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most concierges work alongside one. How labels work | |||||
Provide food and beverage services to guests.22m a shift · Robots only in factory cellsWhy this label?Robots have done this only in factory setups built around the machine, so it stays Human for concierges. How labels work | |||||
Plan special events, parties, or meetings, which may include booking musicians or celebrities.15m a shift · Observed in AI useWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Carry out unusual requests, such as searching for hard-to-find items or arranging for exotic services, such as hot-air balloon rides.15m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Clean and tidy hotel lounge.15m a shift · Robots only in factory cellsWhy this label?Robots have done this only in factory setups built around the machine, so it stays Human for concierges. How labels work | |||||
Order flowers for guests.7m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Arrange childcare services for guests.7m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Arrange for the replacement of items lost by travelers.7m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Book airline or train tickets, reserve rental cars, or arrange shuttle service for guests.time not estimated · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Assist guests with special needs by providing equipment such as wheelchairs.time not estimated · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Arrange for interpreters or translators when patrons require such services.time not estimated · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work |
