AI exposure Sales
Will AI replace sales representatives?
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products. US occupation 41-4012.
The reading
62.8%
of the time sales representatives spend on their work goes on tasks where AI is already being used to do that work.of sales representatives' working hours go on tasks AI has already started taking off their plate.
Ranked 7 of 756 US occupations. More exposed than 99% of them.Further along than 99% of them.
Per cent of working time Square-law scale
Average US job 7.7%
One of the most exposed jobs in the country.Front of the queue for an AI assistant.
What AI already does for sales representativesWhat sales representatives no longer do alone
O*NET lists 18 tasks for sales representatives. AI use at work shows up in 9 of them. Each score runs from 0.5, where every observed use helps a person with the task, to 1, where every use does the task outright.
- Consult with clients after sales or contract signings to resolve problems and to provide ongoing support.Core task mostly automated 1.00
- Recommend products to customers, based on customers' needs and interests.Core task mostly automated 1.00
- Contact regular and prospective customers to demonstrate products, explain product features, and solicit orders.Core task mostly automated 0.99
- Identify prospective customers by using business directories, following leads from existing clients, participating in organizations and clubs, and attending trade shows and conferences.Core task mostly automated 0.99
- Answer customers' questions about products, prices, availability, product uses, and credit terms.Core task mostly automated 0.98
- Perform administrative duties, such as preparing sales budgets and reports, keeping sales records, and filing expense account reports.Core task mostly automated 0.97
- Estimate or quote prices, credit or contract terms, warranties, and delivery dates.Core task mostly automated 0.96
- Monitor market conditions, product innovations, and competitors' products, prices, and sales.Core task mostly automated 0.93
Show the other 1
- Prepare sales contracts and order forms.Core task automated and assisted 0.81
What it does not touch, yetWhat still needs a human
9 of the 18 tasks show no AI use at work in the data.
- Provide customers with product samples and catalogs.Core task
- Arrange and direct delivery and installation of products and equipment.
- Check stock levels and reorder merchandise as necessary.
- Forward orders to manufacturers.
- Negotiate details of contracts and payments.
- Negotiate with retail merchants to improve product exposure, such as shelf positioning and advertising.
Show the other 3
- Obtain credit information about prospective customers.
- Plan, assemble, and stock product displays in retail stores, or make recommendations to retailers regarding product displays, promotional programs, and advertising.
- Prepare drawings, estimates, and bids that meet specific customer needs.
How that compares
Among the 20 sales occupations, sales representatives rank 1. The group averages 23.6%. The average US occupation sits at 7.7%.
Just above in the ranking
- 4Medical Records Specialists 66.7%
- 5Market Research Analysts and Marketing Specialists 64.8%
- 6Medical Transcriptionists 63.7%
Just below
What this does and does not mean
Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.
A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.
Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.