How many staff it takes to keep people from waiting depends not only on how long each job takes but on where people wait for a free hand (a styling chair, a bed, a consulting room, a door, the concessions). Here are five examples an AI simulated in earlier articles, with the tool it calls over MCP (sweep_process_parameters); each figure is the mean of 20 runs.

1. By the staff

ExampleSet-upWhat is measuredResult
A hair salon's Saturday (six chairs, 3 bookings an hour)Two stylistsTime in the salon107.8 minutes
A hair salon's Saturday (six chairs, 3 bookings an hour)Three stylistsTime in the salon78.7 minutes
A hair salon's Saturday (six chairs, 3 bookings an hour)Four stylistsTime in the salon77.3 minutes
A bonesetter clinic's evening (four beds, 6 patients at 18:00)One therapistFrom arriving to leaving33.5 minutes
A bonesetter clinic's evening (four beds, 6 patients at 18:00)Two therapistsFrom arriving to leaving22.0 minutes
A bonesetter clinic's evening (four beds, 6 patients at 18:00)Three therapistsFrom arriving to leaving21.1 minutes
An animal hospital's morning (24 visits)One vetWaiting for a vet (mean)53.0 minutes
An animal hospital's morning (24 visits)Two vetsWaiting for a vet (mean)5.8 minutes
An animal hospital's morning (24 visits)Three vetsWaiting for a vet (mean)1.1 minutes
A banquet course (200 guests, three plates at a time)Six servers, one doorTo the last plate20.4 minutes
A banquet course (200 guests, three plates at a time)Eight servers, one doorTo the last plate15.1 minutes
A banquet course (200 guests, three plates at a time)Ten servers, one doorTo the last plate12.5 minutes
A banquet course (200 guests, three plates at a time)Six servers, two doorsTo the last plate16.4 minutes
A cinema's 19:00 show (120 people, two ticket windows)Two concession tillsNot in their seats at 19:0032.3 people
A cinema's 19:00 show (120 people, two ticket windows)Three concession tillsNot in their seats at 19:0016.0 people
A cinema's 19:00 show (120 people, two ticket windows)Four concession tillsNot in their seats at 19:009.3 people

2. What they show

  • The one person too few makes the big difference. A third stylist cuts the salon's time from 107.8 minutes to 78.7, and a second vet cuts the animal hospital's wait from 53.0 minutes to 5.8.
  • After that, something else decides. A fourth stylist cuts the time only from 78.7 minutes to 77.3, and a third therapist from 22.0 to 21.1; what remains is the work itself.
  • Change the way of working, not only the staff. Two doors to the kitchen cut the banquet from 20.4 minutes to 16.4 with the same six servers.
  • Add staff where the queue forms. A third concession till cuts the people not in their seats at 19:00 from 32.3 to 16.0.

3. The articles

4. How to ask an AI

In this hair salon (as drawn, six chairs) on a Saturday with 3 bookings an hour, compare the time customers spend in the salon with two, three and four stylists, 20 runs each.

5. What this does not cover

  • How many people come and when, and the times for treatment, consultation, serving and paying, are each article's assumptions. Put your own shop's or clinic's records in their place.