UK AI Exposure · Associate professional occupations
Business sales executives
Business sales executives provide advice to existing and potential customers, and receive orders for specialist machinery, equipment, materials and other products or services that require technical knowledge.
- Employees (UK)
- 165k
- Median annual pay
- £36,498
- Exposure score ?
- 1.3/10 Minimal 9.5/10 Very high strict reading · with tools is 9.5/10 with-tools reading · strict is 1.3/10
- Wage exposure
- £783m £5.72bn
Higher exposure than 65% 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.
Almost every routine task in this role is within reach of today's language models. Roles at this level are getting rebuilt - often not by disappearing, but by one person using AI to do three or five people's output.
If you're in this role, here's what to do now
You don't need to be afraid. You need to be the person doing the rebuilding. The operators who learn to direct AI at scale in this kind of work become hugely valuable. The ones who wait to be told what to do get told what to do - and that thing is often 'we don't need as many of you anymore.'
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.
-
Prepare and submit sales contracts for orders.
-
Maintain customer records, using automated systems.
-
Quote prices, credit terms, or other bid specifications.
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.
-
Negotiate prices or terms of sales or service agreements.
-
Prepare and submit sales contracts for orders.
-
Sell service contracts for technical or scientific products.
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 "Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products" (41-4011.00).
What AI can already do
5 of 33 tasks · unaided
Prepare and submit sales contracts for orders.
Maintain customer records, using automated systems.
Quote prices, credit terms, or other bid specifications.
Complete expense reports, sales reports, or other paperwork.
Verify accuracy of materials lists.
Where humans still hold the line
28 of 33 tasks
Negotiate prices or terms of sales or service agreements.
Visit establishments to evaluate needs or to promote product or service sales.
Sell service contracts for technical or scientific products.
Answer customers' questions about products, prices, availability, or credit terms.
Contact new or existing customers to discuss how specific products or services can meet their needs.
Emphasize product features, based on analyses of customers' needs and on technical knowledge of product capabilities and limitations.
Compute customer's installation or production costs and estimate savings from new services, products, or equipment.
Demonstrate the operation or use of technical or scientific products.
Provide feedback to product design teams so that products can be tailored to clients' needs.
Select or assist customers in selecting products based on customer needs, product specifications, and applicable regulations.
Prepare sales presentations or proposals to explain product specifications or applications.
Verify that delivery schedules meet project deadlines.
Identify prospective customers, using business directories, leads from existing clients, participation in organizations, or trade show or conference attendance.
Arrange for installation and testing of products or machinery.
Inform customers of estimated delivery schedules, service contracts, warranties, or other information pertaining to purchased products.
Collaborate with colleagues to exchange information, such as selling strategies or marketing information.
Initiate sales campaigns to meet sales and production expectations.
Provide customers with ongoing technical support.
Advise customers on product usage to improve production.
Verify customer credit ratings.
Consult with engineers regarding technical problems with products.
Sell technical and scientific products that are environmentally sound or designed for environmental remediation.
Study documentation or other information for new scientific or technical products.
Stock or distribute resources, such as samples or promotional or educational materials.
Attend sales or trade meetings or read related publications to obtain information about market conditions, business trends, environmental regulations, or industry developments.
Visit establishments, such as pharmacies, to determine product sales.
Present information to customers about the energy efficiency or environmental impact of scientific or technical products.
Inform customers about issues related to responsible use and disposal of products, such as waste reduction or product or byproduct recycling or disposal.
Tasks via O*NET "Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products" (41-4011.00).
What AI can already do
30 of 33 tasks · with tools
Negotiate prices or terms of sales or service agreements.
Prepare and submit sales contracts for orders.
Sell service contracts for technical or scientific products.
Maintain customer records, using automated systems.
Answer customers' questions about products, prices, availability, or credit terms.
Quote prices, credit terms, or other bid specifications.
Contact new or existing customers to discuss how specific products or services can meet their needs.
Emphasize product features, based on analyses of customers' needs and on technical knowledge of product capabilities and limitations.
Compute customer's installation or production costs and estimate savings from new services, products, or equipment.
Provide feedback to product design teams so that products can be tailored to clients' needs.
Select or assist customers in selecting products based on customer needs, product specifications, and applicable regulations.
Prepare sales presentations or proposals to explain product specifications or applications.
Complete expense reports, sales reports, or other paperwork.
Verify that delivery schedules meet project deadlines.
Identify prospective customers, using business directories, leads from existing clients, participation in organizations, or trade show or conference attendance.
Arrange for installation and testing of products or machinery.
Inform customers of estimated delivery schedules, service contracts, warranties, or other information pertaining to purchased products.
Collaborate with colleagues to exchange information, such as selling strategies or marketing information.
Initiate sales campaigns to meet sales and production expectations.
Provide customers with ongoing technical support.
Advise customers on product usage to improve production.
Verify accuracy of materials lists.
Verify customer credit ratings.
Consult with engineers regarding technical problems with products.
Sell technical and scientific products that are environmentally sound or designed for environmental remediation.
Study documentation or other information for new scientific or technical products.
Attend sales or trade meetings or read related publications to obtain information about market conditions, business trends, environmental regulations, or industry developments.
Visit establishments, such as pharmacies, to determine product sales.
Present information to customers about the energy efficiency or environmental impact of scientific or technical products.
Inform customers about issues related to responsible use and disposal of products, such as waste reduction or product or byproduct recycling or disposal.
Where humans still hold the line
3 of 33 tasks
Visit establishments to evaluate needs or to promote product or service sales.
Demonstrate the operation or use of technical or scientific products.
Stock or distribute resources, such as samples or promotional or educational materials.
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.