← Risk register SOC 41-9099 · reviewed 2026-08-11

Sales and Related Workers, All Other

93,180 US workers · median $48,280/yr · Sales

EXPOSED

This is a residual catch-all bucket, so the modal worker is a generalist seller — prospecting lists, sending outreach, quoting prices, demoing products, logging activity in CRM — and the prospecting, follow-up sequencing, quote generation, and pipeline notes are already the strongest use case for current AI. What survives is the part where a buyer wants a person in the room: reading hesitation, negotiating terms, and being the accountable face when the deal or the delivery goes sideways. No license protects the role, and volume-based seat counts are the first thing trimmed when AI raises per-rep throughput.

10-year outlook: Headcount in this bucket shrinks as AI absorbs prospecting and quoting volume, leaving fewer sellers who each carry larger, relationship-heavy territories.

Score — 35/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 8 + 7 + 2 + 10 + 8 = 35.

Task resistance 8/20

Mixed — a routine tier and a judgment tier. At 8, the split is real but lopsided: list building, cadence emails, quote-and-proposal assembly, and CRM hygiene — likely most of a rep's logged hours — are already being handed to tools, while the discovery call where a buyer talks himself out of a purchase and has to be talked back in still needs a human to hear the pause and change tack.

Embodiment 7/20

Some physical or field component. A 7 reflects that most of the week is phone, email, and video, but this bucket absorbs event and trade-show sellers, in-home demo reps, and route-and-territory canvassers who carry samples, set up booths, and drive to the buyer's site — physical presence that shows up in some jobs here, not in the baseline one.

Liability shield 2/20

No licence, no signature requirement. A 2 rather than 0 acknowledges that some employers require product-specific certification badges and background checks, but nothing here is a state license: no exam gates the work, no registry can be struck, and the employer or manufacturer absorbs any misrepresentation claim.

Trust premium 10/20

Some relationship component. 10 puts this squarely mid-band because named accounts, repeat buyers, and referral flow do accrue to the individual rep, but the relationship attaches to the price, the product, and the territory — buyers switch reps without switching vendors, and most of the book transfers when the rep leaves.

Judgment & accountability 8/20

Meaningful discretion. An 8 covers the discretion that actually exists — how far to discount inside an approved band, which objection to concede, whether an account is worth the quarter's attention — while pricing floors, contract terms, and credit approval sit with sales management and finance, so the rep rarely owns the call that can't be reversed.

Confidence: low · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: trust, physical-presence

How to future-proof this job

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.