EXPOSED
Stripping old covers, retying springs, cutting and stretching fabric over irregular frames, and blind-stitching by feel are manual tasks that current robotics cannot touch — the material is floppy, the frames are non-standard, and every antique sofa is a one-off. What AI does erode is the surrounding business layer: quoting, fabric-yardage estimating, pattern layout, sketching design options for clients, and marketing. There is no license and no liability shield here, so the occupation's real long-run pressure comes from cheap replacement furniture and offshore production rather than from software.
Most of this decline happened after 2021 — it is not the pandemic dip.
Median pay $35,130 → $46,340 +5.5% in real terms
This line is counted by the Bureau of Labor Statistics — the one figure on this page that isn't a judgement of ours. Headcount moves on demand, offshoring, demographics and the business cycle, and automation is one term among several, often not the loudest.
So a falling line is not evidence that AI did it, and a rising one is not evidence that it won't. Both happen in this register: some occupations resist automation and shrink anyway, others are highly automatable and keep growing. The marked year is 2020.
BLS projection, 2024–2034
-1.8% 22,700 → 22,300 on the projections basis
Shrinking, but not obviously because of AI
The BLS projects -1.8% by 2034, but at 54/100 this work is only moderately exposed — not the profile of a job current AI can simply do. Occupations shrink for many reasons, and the score does not point at automation as this one's cause.
Different clocks. The score is what current AI could do to this work today. The projection is how many of these jobs will exist in 2034. Everything between the two — how fast employers actually adopt, whether demand grows in the meantime — is why they can point opposite ways without either being wrong.
~2,200 openings a year on average, including replacing people who leave.
StaplerTrimmerArm MakerGimp TackerUpholstererSeat CovererTop InstallerCar Seat MakerCasket CovererCasket TrimmerChair Pad MakerArm Rest BuilderCar Seat CovererSlipcover CutterUpholstery SewerChair UpholstererSeat Cover CutterSlip Cover CutterUpholstery CutterInside UpholstererUpholstery TrimmerSeat Covers TrimmerSeating UpholstererTop and Trim Worker
Holding it up: task resistance . Weakest point: liability shield .
Tasks largely resist digitisation Pulling a hundred rusted tacks out of a horsehair-stuffed Victorian frame, eight-way hand-tying coil springs, and easing a welted cover over a curved arm so the seam lands straight are all done by feel on parts that never repeat — a 17 rather than 20 because the estimating, yardage math, and cut-plan layout that used to eat your mornings are now software.
Hands-on in uncontrolled environments You work on the customer's furniture in the customer's dimensions — kneeling on a shop floor with a pneumatic stapler, hauling a sleeper sofa off a truck, doing on-site work in restaurants and boats and van interiors — so 17 reflects unmapped physical space, held back from 19 only because most of the day happens in your own shop rather than someone else's roofline or trench.
No licence, no signature requirement No state licenses upholsterers; the only regulatory hook is flammability labeling and used-bedding sterilization tagging in some states, which attaches to the shop, not to your name, so nothing legally requires that a person perform this work.
Meaningful discretion You decide whether a frame is worth re-gluing or is scrap, how much yardage a 27-inch repeat really needs, and whether to rebuild the deck or patch it — real calls with real money on them, but a wrong one costs a redo and some fabric, not anyone's safety, which caps it at 9.
The verdict above describes this occupation as a whole. Almost nobody does the typical version of a job — tick what's actually in your week and see how your own mix sits.
Your task mix speaks to task resistance (17/20 here) — how much of the day's work current AI already does. That is the dimension the boxes above are about.
It cannot move the other three. Liability shield (1/20) is whether the law requires a licensed human to sign. Trust premium (10/20) is whether buyers specifically pay for a person. Judgment and accountability (9/20) is whether the role exists to own consequential calls. Those are facts about the occupation's standing, not about which tasks are in your week — a paralegal who does only trial exhibits still holds no licence. Together they are 20 of this occupation's 54 points (37%).
Embodiment (17/20) is also a property of the work rather than the worker, but we don't tag individual tasks as physical or not, so the picker can't tell you anything about it. That's a limit of this tool, not a claim.
Did we get the list right? Tell us what's missing — the tasks are written from the outside, and you're reading this from the inside.
The moves above are yours to make. This is the other half: what would have to change in the world for the occupation itself to score higher. None of it is in any one person's gift, but it is where the floor actually comes from. Scores here are not a one-way ratchet. Only two of the five dimensions — task resistance and embodiment — track what machines can do. The other three track law, what buyers will pay for, and who is answerable, and those move in both directions, often in response to the same pressure AI creates. If every lever below landed, this occupation would score around 81/100 — SAFE.
Aircraft cabin upholstery already sits inside an FAA framework: replacement seat covers and cushions must meet 14 CFR 25.853 flammability burn testing and the work is signed off under an FAA Part 145 repair station or A&P certificate. If an upholsterer's book of business shifts toward aviation interiors, or if FAA burn-cert documentation requirements tighten for Part 135/91 refurb work, a named human is legally on the paperwork.
Conservation-grade credentialing: American Institute for Conservation Professional Associate status, or the UK-style ICON accreditation for historic upholstery, being specified in museum, historic-house and National Trust-equivalent procurement. Buyers of period sofa restoration are already paying for a named hand and documented reversible technique, not a product.
Marine and yacht interiors plus high-end designer trade channels where the specifier's own reputation rides on a named workroom. If interior-design trade associations continue routing custom soft-goods through vetted named workrooms rather than commodity shops, the premium is attached to the person.
Automotive re-upholstery of seats containing seam-deployed side airbags: FMVSS 208/214 exposure plus insurer and OEM service-bulletin requirements that the tear-seam stitch pattern and thread spec be restored exactly. If state repair-shop licensing or an auto insurer's approved-shop program starts requiring a documented technician sign-off on airbag-seam seat work (as collision repair already requires for structural welds via I-CAR/OEM procedures), that creates personal accountability.
Flammability compliance labeling: California TB 117-2013 and the SB 1019 disclosure regime already require the person who reupholsters to attach a truthful flammability/chemical-content label. If enforcement of relabeling by the reupholsterer were actively pursued, or a federal CPSC upholstered-furniture flammability standard (long-pending under the Furniture Flammability rulemaking) landed with a certifier-of-record requirement, the label becomes a signed attestation.
Two-tier split: if AI absorbs quoting, yardage, pattern layout and design rendering, what remains billable is the irreversible calls — whether a frame is joinable or must be rebuilt, whether original horsehair and webbing are retained or replaced, whether a client's chosen fabric will survive the shape. On one-off antiques these calls are unrecoverable if wrong, which is genuine consequential ambiguity.
The limit. The binding constraint is demand, not capability. Even with every lever pulled, a 20,140-worker occupation losing volume to cheap flat-pack replacement furniture and offshore cut-and-sew does not get rescued by liability or trust scores; the aviation, marine, airbag-seam and conservation niches together are a small fraction of current employment, so the register score can rise for the people inside those niches while the occupation still shrinks.
| Hickory-Lenoir-Morganton, NC | 2,220 | $59,700 +29% |
| Los Angeles-Long Beach-Anaheim, CA | 940 | $47,630 +3% |
| Greensboro-High Point, NC | 750 | $49,040 +6% |
| New York-Newark-Jersey City, NY-NJ | 620 | $46,890 +1% |
| Miami-Fort Lauderdale-West Palm Beach, FL | 570 | $37,840 -18% |
| Winston-Salem, NC | 430 | $38,270 -17% |
| Dallas-Fort Worth-Arlington, TX | 280 | $43,520 -6% |
| Atlanta-Sandy Springs-Roswell, GA | 240 | $47,630 +3% |
| Seattle-Tacoma-Bellevue, WA | 120 | $65,140 +41% |
| Providence-Warwick, RI-MA | 50 | $63,360 +37% |
| Madison, WI | 40 | $60,800 +31% |
We have no reported case of a named organisation automating this occupation. Not one deployment, not one announcement.
That is worth saying out loud next to a score of 54. The verdict above is about what the work exposes — what current AI could do to these tasks. It is not a claim that anyone has done it. For this occupation those two things have come apart completely: the capability argument is on this page, and the evidence column is empty.
Has AI actually changed your work? One tap, anonymous, and the running tally is public. Nothing else is asked of you.
Rather than check back: get the digest and we'll tell you what changed — or watch a single occupation from its own page.