UK AI Exposure · Sales and customer service occupations
Vehicle and parts salespersons and advisers
Vehicle and parts salespersons and advisers sell new and used vehicles to the general public, and vehicle accessories and parts to garages, vehicle dealerships and the general public.
- Employees (UK)
- 12k
- Median annual pay
- £31,750
- Exposure score ?
- 1.4/10 Minimal 5.5/10 Moderate strict reading · with tools is 5.5/10 with-tools reading · strict is 1.4/10
- Wage exposure
- £53m £210m
Higher exposure than 67% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
A meaningful slice of the task inventory is AI-reachable - the drafting, summarising, research and analysis parts especially. This role is at the point where the people who learn to direct AI well pull ahead of the people who don't.
If you're in this role, here's what to do now
Treat AI as a colleague you manage, not a tool you use. Identify the tasks where you'd describe the work to a capable junior - those are the tasks AI can do for you now. Spend your time on the judgment calls and the relationships instead.
Where a project with Alex usually starts for this role
These are the highest-importance tasks a language model can already handle directly today. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.
-
Maintain records related to sales.
-
Prepare sales slips or sales contracts.
-
Estimate cost of repair or alteration of merchandise.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
-
Recommend, select, and help locate or obtain merchandise based on customer needs and desires.
-
Maintain records related to sales.
-
Compute sales prices, total purchases, and receive and process cash or credit payment.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Retail Salespersons" (41-2031.00).
What AI can already do
3 of 24 tasks · unaided
Maintain records related to sales.
Prepare sales slips or sales contracts.
Estimate cost of repair or alteration of merchandise.
Where humans still hold the line
21 of 24 tasks
Greet customers and ascertain what each customer wants or needs.
Recommend, select, and help locate or obtain merchandise based on customer needs and desires.
Compute sales prices, total purchases, and receive and process cash or credit payment.
Prepare merchandise for purchase or rental.
Answer questions regarding the store and its merchandise.
Maintain knowledge of current sales and promotions, policies regarding payment and exchanges, and security practices.
Open and close cash registers, performing tasks such as counting money, separating charge slips, coupons, and vouchers, balancing cash drawers, and making deposits.
Demonstrate use or operation of merchandise.
Describe merchandise and explain use, operation, and care of merchandise to customers.
Ticket, arrange, and display merchandise to promote sales.
Inventory stock and requisition new stock.
Exchange merchandise for customers and accept returns.
Estimate and quote trade-in allowances.
Bag or package purchases and wrap gifts.
Help customers try on or fit merchandise.
Watch for and recognize security risks and thefts and know how to prevent or handle these situations.
Sell or arrange for delivery, insurance, financing, or service contracts for merchandise.
Estimate quantity and cost of merchandise required, such as paint or floor covering.
Place special orders or call other stores to find desired items.
Clean shelves, counters, and tables.
Rent merchandise to customers.
Tasks via O*NET "Retail Salespersons" (41-2031.00).
What AI can already do
15 of 24 tasks · with tools
Recommend, select, and help locate or obtain merchandise based on customer needs and desires.
Maintain records related to sales.
Compute sales prices, total purchases, and receive and process cash or credit payment.
Answer questions regarding the store and its merchandise.
Maintain knowledge of current sales and promotions, policies regarding payment and exchanges, and security practices.
Prepare sales slips or sales contracts.
Describe merchandise and explain use, operation, and care of merchandise to customers.
Ticket, arrange, and display merchandise to promote sales.
Inventory stock and requisition new stock.
Estimate and quote trade-in allowances.
Sell or arrange for delivery, insurance, financing, or service contracts for merchandise.
Estimate quantity and cost of merchandise required, such as paint or floor covering.
Place special orders or call other stores to find desired items.
Rent merchandise to customers.
Estimate cost of repair or alteration of merchandise.
Where humans still hold the line
9 of 24 tasks
Greet customers and ascertain what each customer wants or needs.
Prepare merchandise for purchase or rental.
Open and close cash registers, performing tasks such as counting money, separating charge slips, coupons, and vouchers, balancing cash drawers, and making deposits.
Demonstrate use or operation of merchandise.
Exchange merchandise for customers and accept returns.
Bag or package purchases and wrap gifts.
Help customers try on or fit merchandise.
Watch for and recognize security risks and thefts and know how to prevent or handle these situations.
Clean shelves, counters, and tables.
Stay on top of this
One email a week, written for people who aren't AI nerds. What's actually real, what's hype, and what smart operators are doing about it.
Get the weekly note
One email a week from Alex on how AI is changing UK work, how to get ahead of it, and what smart operators are actually doing. Written for people who aren't AI nerds.
Free. Unsubscribe any time.
Or go deeper:
Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
Get the weekly note. One email on how AI is changing UK work.