UK AI Exposure · Sales and customer service occupations
Sales and retail assistants
Sales and retail assistants demonstrate and sell a variety of goods and services in shops, stores, showrooms and similar establishments.
- Employees (UK)
- 895k
- Median annual pay
- £14,491
- Exposure score ?
- 1.4/10 Minimal direct 1.4 · with tools 5.5
- Wage exposure
- £1.82bn
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.
The tasks in this role, ranked by AI exposure
Below are the real tasks O*NET records for this occupation, sorted highest exposure first. "AI can do this" means a language model can already handle the task directly. "AI can help" means an LLM can assist but not replace. "Human work" means today's AI doesn't touch it. Importance is O*NET's 1–5 rating of how central each task is to the role.
3 of 24 tasks in this role are things an AI can already do today. Task list mapped via O*NET "Retail Salespersons" (41-2031.00).
Maintain records related to sales.
Prepare sales slips or sales contracts.
Estimate cost of repair or alteration of merchandise.
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.
Where a project with Alex usually starts for this role
These are the highest-importance tasks in this role that a language model can already handle directly. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.
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Maintain records related to sales.
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Prepare sales slips or sales contracts.
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Estimate cost of repair or alteration of merchandise.
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 →
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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.
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