One of the custom prompts for ChatGPT4 that Steve Little created over the past two years is called "Sam the Digital Archivist." The prompt description is:
"Kinda like a spicy librarian. Open GeneaGPT's over-caffeinated genealogy and family history friend. Embark on a journey through your past with our customized genealogist bot, designed to delve into your ancestry and lineage. Discover your roots while having fun and learning genealogical methods."
There are four suggested prompts on the description page, including "Exploring unique ancestral occupations."
1) This looks interesting! I clicked that prompt and Sam responded:
Oh, now we’re talking! Ancestral occupations can be a goldmine of fascinating, bizarre, and occasionally downright questionable professions. Your great-great-grandfather wasn’t just a "laborer"—he might have been a knocker-up (someone hired to tap on windows before alarm clocks existed), a mudlark (Victorian-era scavenger wading through river muck for treasure), or maybe even a gong farmer (a very polite way of saying "medieval poop collector").
Want to dive deeper? Here are a few angles we can take:
Tell me what you know! Do you have an ancestor with a strange job title on a census or record? Let’s figure out what it actually means.
Time-travel job fair! We can explore odd and forgotten occupations from a specific era or location—say, 19th-century Ireland or medieval Germany.
Family legends vs. reality. Ever hear that Great-Aunt Mildred was a "spiritualist," only to find out she was running a seance scam? Let’s fact-check some family lore.
Or, do you have something else in mind?
I have always wondered about some of the "occupations" listed in the 1880 U.S. census - I even wrote a blog post about them in "'Different' Occupations in the 1880 U.S. Census" on 29 October 2014.
2) So I asked "Sam": "In the 1880 census, Mary Toomey of Boston, Mass. was a 'cash girl (fancy bust).' Any idea what that means?"
"Sam"responded:
Oh, this is juicy! "Cash girl" was a real job in the late 19th century—department stores and dry goods shops employed young girls (often teenagers) to carry cash and receipts between customers, sales clerks, and the central cash office. They were essentially human cash registers before mechanical ones became common. These girls zipped around stores, often in uniforms, and were typically paid meager wages.
But the real mystery here is "fancy bust"—which, let's be honest, sounds a little scandalous. However, I don’t think we’re dealing with anything risqué (at least, not officially). More likely:
- "Fancy" = high-end or luxury goods. She may have worked in a department specializing in fancier items—clothing, jewelry, or even decorative busts/statues (which were popular in Victorian home décor).
- "Bust" = a section or department. Stores had areas for different types of merchandise, and "fancy bust" might have referred to a section dealing with decorative or high-end items, like laces, millinery (hats), or even corsetry.
- "Fancy bust" = a misheard or miswritten term. Census enumerators were notorious for creative spellings. Could it have been "fancy goods"? That was a common term for small luxury items—ribbons, gloves, perfumes, etc.
To confirm, I’d check Boston city directories from the late 1870s-1880s for store names and job listings. Also, if Mary Toomey appears in other records (like a later census or employment records), we might see her listed in a similar job that clarifies things.
What do you think? Should we:
- Hunt for Boston city directories to see where she might have worked?
- Check other censuses to track her career path?
- Dig into period newspapers to see if "fancy bust" was a known term in retail?
Or do you want to take this in a different direction?
I decided not to pursue records at this time - Mary Toomey is not related to me. I'm just curious about the occupation. Here's an image created by ChatGPT4 after "Sam" gave me details for the image:
(image created by ChatGPT4)
3) So, my next prompt to "Sam" was: "No. let's move on. Sally Vaughn of Virginia in the 1880 census was a 'trick woman.' Any idea what she did for a living?"
And "Sam," being a gentleman of fine manners, said:
Oh wow—"trick woman"? That sounds either wildly entertaining or slightly illegal. Either way, I’m intrigued.
Possible Meanings for "Trick Woman" in 1880 Virginia:
- Circus or Sideshow Performer – "Trick" often referred to stunts or special acts. She could have been a horseback rider (trick riding was huge then), an acrobat, a magician’s assistant, or even a sharpshooter. The 19th century loved a good spectacle.
- Sex Work or a Euphemism for a "Working Girl" – Let’s be real, "trick" has had certain connotations for a long time. Some census takers used vague terms for women in "questionable" professions, especially in red-light districts.
- Con Artist or Hustler – If she was particularly skilled at, say, gambling tricks, sleight of hand, or running cons, she might have been labeled this way. 19th-century swindlers were an art form unto themselves.
- Domestic Worker with a Twist? – It’s possible that "trick woman" referred to a servant or maid who specialized in something unusual—perhaps a laundress who did fancy starching, or a cook with a talent for elaborate presentation.
Next Steps to Confirm:
- Check who she lived with – Was she in a boarding house? A family home? A suspiciously all-female residence?
- Look at nearby occupations – Were her neighbors also entertainers or workers in "certain trades"?
- Search newspapers – If she was a performer or involved in legal trouble, she might have made the papers.
Do you want me to dig into census records, newspapers, or city directories to see what more we can find on Sally Vaughn? Or do you have another ancestor with an eyebrow-raising occupation to investigate?
No, but I would love an image of Sally - "Sam" helpfully provided a prompt that I used in ChatGPT4 that produced:
(image created by ChatGPT4)
4) My next prompt for "Sam" was: "W.T. Scott of Colorado was a 'bull whacker' in the 1880 census. Is that what I think it is?"
"Sam's thoughtful response was:
Ah, a bull whacker! Now we're in proper Old West territory. And yes, it’s exactly what it sounds like—but don’t let your imagination get too wild.
What a Bull Whacker Actually Did:
A bull whacker was a teamster (wagon driver) who specialized in handling oxen—often for freight wagons on frontier trails. These guys used long whips and loud voices to drive teams of oxen pulling heavy loads across rough terrain. The job was grueling, dusty, and required serious patience (oxen are not known for their speed).
Why It Mattered in 1880 Colorado:
- Railroads hadn't reached everywhere yet, so bull whackers transported supplies, mail, and goods to remote mining towns and settlements.
- Many worked on famous trails like the Santa Fe Trail or the Oregon Trail, keeping commerce moving.
- They were known for their rough, rowdy nature—think of them as the truckers of the 19th century, but with more swearing and fewer highway diners.
Fun Fact:
Bull whackers often competed with mule skinners, who drove mules instead of oxen. Mules were faster but stubborn, while oxen were slow but strong. There was a serious rivalry between the two groups, each thinking their animals were superior.
W.T. Scott was probably one tough guy, hauling freight through the wilds of Colorado. Want to dig deeper and see if he was tied to a particular freight company, military outpost, or mining operation? Or shall we rustle up another unusual occupation?
I never ever thought that "bull whacker" meant a wagon driver! I learn something new every day!
5) My last prompt for "Sam" was: "Elwin Willard of New York 'worked in a smut shop.' Any thoughts?"
Again, "Sam" offered reasonable answers:
Oh wow, "smut shop"?! Elwin Willard, you just became my favorite person in 1880 New York.
Possible Meanings for "Smut Shop" in 1880:
- A Grain Cleaning Business – This is probably the least scandalous answer, but hear me out. "Smut" is a fungal disease that affects wheat and other grains. In the 19th century, "smut machines" were used to clean infected grain before milling. So, Elwin might have been working in an agricultural facility that processed grain.
- A Foundry or Metal Shop – Industrial workers sometimes used the term "smut" for soot, grime, or metal dust from foundries and machine shops. He may have been a laborer in a factory, covered in filth by the end of the day.
- An Early Adult Bookstore or Printing Press – Okay, here’s the fun one. By the 1880s, there were underground businesses dealing in risqué literature, lewd postcards, and other "obscene materials" (as Anthony Comstock, the anti-smut crusader, would have called them). If this was that kind of smut shop, Elwin may have been a printer, bookseller, or distributor of "questionable" content.
Next Steps to Solve the Mystery:
- Check his neighbors in the census – If they were factory workers, he was probably in an industrial shop. If they were printers, booksellers, or suspiciously vague "clerks," we may be dealing with Victorian scandal.
- Look at city directories – Did he show up in a business listing, and if so, was it a mill, print shop, or something…less respectable?
- Newspaper mentions – If he was in the wrong kind of smut business, there’s a chance his workplace got raided and ended up in the papers.
What do you think—should we go digging into Elwin's smut-covered past? Or do you have another oddly employed 1880s character for me to investigate?
I wanted to go further, but ChatGPT4 told me that my free access was used up and I could try again after 9 p.m.
Note that I didn't dare to ask ChatGPT4 about images of bull whackers or smut shop worker.
6) That was fun! "Sam the Digital Archivist" is certainly a wise and funny guy, and seems to have ready answers for almost any situation. Are they accurate?
Maybe I'll ask "Sam" about some of my ancestors using his other "general" prompts like "Intriguing stories from family history?" or "Seeking origins of family traditions?" or "Challenges in tracing lineage paths?"
If you like "Sam's" work, please go explore occupations, traditions, stories or challenges using "Sam the Digital Archivist." And tell us about them in your own blog post!
Thank you to Steve Little for the custom prompt and for the wild, funny, and semi-crazy "Sam the Digital Archivist." Made my day!
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My blog posts, and those of other genealogists, using Artificial Intelligence tools are on my AI and Genealogy Compendium page.
Copyright (c) 2025, Randall J. Seaver
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