AI exposure by occupation, O*NET 41-4012.00
Will AI replace Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products?
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products: AI can already handle 3 of 18 tasks; the work mostly needs a standard-tier model.
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Every task, scored
The 18 tasks O*NET 30.3 lists for Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products, from most to least exposed. 3 reach 60 or more, the level at which AI already handles a task.
| Task | AI exposure | Evidence | Model tier |
|---|---|---|---|
| Recommend products to customers, based on customers' needs and interests. | Observed | Frontier | |
| Answer customers' questions about products, prices, availability, product uses, and credit terms. | Observed | Efficient | |
| Plan, assemble, and stock product displays in retail stores, or make recommendations to retailers regarding product displays, promotional programs, and advertising. | Estimated | Efficient | |
| Estimate or quote prices, credit or contract terms, warranties, and delivery dates. | Observed | Standard | |
| Consult with clients after sales or contract signings to resolve problems and to provide ongoing support. | Observed | Frontier | |
| Prepare drawings, estimates, and bids that meet specific customer needs. | Observed | Efficient | |
| Negotiate with retail merchants to improve product exposure, such as shelf positioning and advertising. | Estimated | Standard | |
| Negotiate details of contracts and payments. | Estimated | Standard | |
| Check stock levels and reorder merchandise as necessary. | Estimated | Standard | |
| Prepare sales contracts and order forms. | Estimated | Efficient | |
| Provide customers with product samples and catalogs. | Estimated | Standard | |
| Monitor market conditions, product innovations, and competitors' products, prices, and sales. | Estimated | Standard | |
| Perform administrative duties, such as preparing sales budgets and reports, keeping sales records, and filing expense account reports. | Estimated | Efficient | |
| Obtain credit information about prospective customers. | Estimated | Efficient | |
| Contact regular and prospective customers to demonstrate products, explain product features, and solicit orders. | Estimated | Efficient | |
| Forward orders to manufacturers. | Estimated | Efficient | |
| Identify prospective customers by using business directories, following leads from existing clients, participating in organizations and clubs, and attending trade shows and conferences. | Estimated | Efficient | |
| Arrange and direct delivery and installation of products and equipment. | Estimated | Standard |
Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 5 of 18 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 13 of 18. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.
The model tier this role needs
A standard-tier model or lower covers 89% of the role's importance-weighted task work. 100% of the work is something AI can address at some tier.
Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.
Wages, employment and outlook
- US employment
- 1,238,190
- Median annual wage
- $72,080
- Middle half of earners
- $50,470 to $99,640
- Projected change, 2024 to 2034
- +0.3%
Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034.
Adjacent roles
The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.
- Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products 87% skill overlap, about 5 months to move Exposure48
- Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel 73% skill overlap, about 10 months to move Exposure61
- Wholesale and Retail Buyers, Except Farm Products 65% skill overlap, about 13 months to move Exposure39
- Sales Engineers 65% skill overlap, about 13 months to move Exposure59
- Retail Salespersons 65% skill overlap, about 13 months to move Exposure36
Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.
Questions about Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products and AI
Will AI replace Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products?
AI already handles 3 of the 18 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 41 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears. BLS projects employment to change by +0.3% from 2024 to 2034.
What is the AI exposure of Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products?
41 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 5 of the 18 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 13 are estimated from each task's O*NET work activity.
Which Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products tasks can AI already do?
The tasks with the highest exposure are: Recommend products to customers, based on customers' needs and interests; Answer customers' questions about products, prices, availability, product uses, and credit terms; Plan, assemble, and stock product displays in retail stores, or make recommendations to retailers regarding product displays, promotional programs, and advertising. They are the tasks that reach 60 or more.
What AI model tier does this role need?
A standard-tier model or lower covers 89% of the role's importance-weighted task work. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.
How many people work as Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products, and what do they earn?
1,238,190 people in the United States, with a median annual wage of $72,080 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of +0.3% from 2024 to 2034.
How to cite
Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.
JobRoute (2026). AI exposure: Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/sales-representatives-wholesale-and-manufacturing-except-technical-and-scientific-products
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