AI exposure by occupation, O*NET 41-4011.00
Will AI replace Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products?
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products: AI can already handle 11 of 33 tasks; the work mostly needs a frontier-tier model.
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Every task, scored
The 33 tasks O*NET 30.3 lists for Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products, from most to least exposed. 11 reach 60 or more, the level at which AI already handles a task.
| Task | AI exposure | Evidence | Model tier |
|---|---|---|---|
| Answer customers' questions about products, prices, availability, or credit terms. | Observed | Efficient | |
| Emphasize product features, based on analyses of customers' needs and on technical knowledge of product capabilities and limitations. | Observed | Efficient | |
| Provide customers with ongoing technical support. | Observed | Frontier | |
| Verify that delivery schedules meet project deadlines. | Estimated | Frontier | |
| Verify accuracy of materials lists. | Estimated | Efficient | |
| Verify customer credit ratings. | Estimated | Efficient | |
| Select or assist customers in selecting products based on customer needs, product specifications, and applicable regulations. | Observed | Frontier | |
| Prepare sales presentations or proposals to explain product specifications or applications. | Observed | Frontier | |
| Advise customers on product usage to improve production. | Observed | Frontier | |
| Visit establishments to evaluate needs or to promote product or service sales. | Estimated | Efficient | |
| Consult with engineers regarding technical problems with products. | Estimated | Standard | |
| Provide feedback to product design teams so that products can be tailored to clients' needs. | Estimated | Standard | |
| Sell technical and scientific products that are environmentally sound or designed for environmental remediation. | Estimated | Frontier | |
| Attend sales or trade meetings or read related publications to obtain information about market conditions, business trends, environmental regulations, or industry developments. | Estimated | Standard | |
| Negotiate prices or terms of sales or service agreements. | Observed | Standard | |
| Contact new or existing customers to discuss how specific products or services can meet their needs. | Observed | Frontier | |
| Prepare and submit sales contracts for orders. | Estimated | Efficient | |
| Sell service contracts for technical or scientific products. | Estimated | Standard | |
| Quote prices, credit terms, or other bid specifications. | Estimated | Standard | |
| Demonstrate the operation or use of technical or scientific products. | Estimated | Standard | |
| Complete expense reports, sales reports, or other paperwork. | Estimated | Efficient | |
| Identify prospective customers, using business directories, leads from existing clients, participation in organizations, or trade show or conference attendance. | Estimated | Standard | |
| Inform customers of estimated delivery schedules, service contracts, warranties, or other information pertaining to purchased products. | Estimated | Standard | |
| Collaborate with colleagues to exchange information, such as selling strategies or marketing information. | Estimated | Efficient | |
| Initiate sales campaigns to meet sales and production expectations. | Estimated | Standard | |
| Study documentation or other information for new scientific or technical products. | Estimated | Efficient | |
| Stock or distribute resources, such as samples or promotional or educational materials. | Estimated | Efficient | |
| Visit establishments, such as pharmacies, to determine product sales. | Estimated | Efficient | |
| Present information to customers about the energy efficiency or environmental impact of scientific or technical products. | Estimated | Efficient | |
| Inform customers about issues related to responsible use and disposal of products, such as waste reduction or product or byproduct recycling or disposal. | Estimated | Standard | |
| Maintain customer records, using automated systems. | Estimated | Efficient | |
| Compute customer's installation or production costs and estimate savings from new services, products, or equipment. | Estimated | Efficient | |
| Arrange for installation and testing of products or machinery. | Estimated | Standard |
Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 8 of 33 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 25 of 33. 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 frontier-tier model or lower covers 100% 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
- 284,800
- Median annual wage
- $104,920
- Middle half of earners
- $75,030 to $158,160
- Projected change, 2024 to 2034
- +1.9%
Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034. BLS publishes these figures by SOC code, so O*NET occupations that share a SOC code show the same figures.
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, Except Technical and Scientific Products 87% skill overlap, about 5 months to move Exposure41
- Sales Engineers 71% skill overlap, about 10 months to move Exposure59
- Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel 69% skill overlap, about 11 months to move Exposure61
- Retail Salespersons 60% skill overlap, about 14 months to move Exposure36
- Advertising Sales Agents 60% skill overlap, about 15 months to move Exposure65
Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.
Questions about Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products and AI
Will AI replace Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products?
AI already handles 11 of the 33 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 48 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 +1.9% from 2024 to 2034.
What is the AI exposure of Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products?
48 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. 8 of the 33 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 25 are estimated from each task's O*NET work activity.
Which Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products tasks can AI already do?
The tasks with the highest exposure are: Answer customers' questions about products, prices, availability, or credit terms; Emphasize product features, based on analyses of customers' needs and on technical knowledge of product capabilities and limitations; Provide customers with ongoing technical support. They are three of the 11 tasks that reach 60 or more.
What AI model tier does this role need?
A frontier-tier model or lower covers 100% 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, Technical and Scientific Products, and what do they earn?
284,800 people in the United States, with a median annual wage of $104,920 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of +1.9% 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, 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-technical-and-scientific-products
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