Will AI replace Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products?
On paper, AI could touch ~54% of the work in Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products — and unlike most jobs, it's already showing up in the real workday, not just the theory.
O*NET-SOC 41-4011
How your 34 core tasks split
Top = what GPT-4 judged AI could speed up. Bottom = how much AI was actually used for these tasks (Anthropic's March 2026 report, usage from Aug & Nov 2025). The gap is the real story.
Back in 2023, GPT-4 judged AI could, in theory, assist with a moderate share of this job's tasks (~54%). By late 2025, real-world AI use had reached about 27% of its task activity (already common). The gap between that 2023 forecast and today is the real story.
Where this job sits among 738 jobs
Each dot is one of 738 U.S. jobs. Right = AI can do more of it. Up = AI is actually used more.
Don't trust a single AI-risk score here
For this job, the signals disagree sharply. AI's theoretical reach looks moderate (~54%), but real-world use is only ~27%, and how much AI "can" do shifts wildly by model — one 2026 study found the share of "high-risk" jobs swung 2.7% to 51.5% just by changing which AI did the rating. This page shows the spread instead of pretending there's one number.
See all 34 tasks, ratedBased on real task-level AI scores — click to collapse
- 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.
- Negotiate prices or terms of sales or service agreements.
- 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.
- 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.
- 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.
- Provide customers with ongoing technical support.
- Advise customers on product usage to improve production.
- 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.
- Prepare proposals, quotes, contracts, or presentations for potential solar customers.
- Select solar energy products, systems, or services for customers based on electrical energy requirements, site conditions, price, or other factors.
- Provide customers with information, such as quotes, orders, sales, shipping, warranties, credit, funding options, incentives, or tax rebates.
- Gather information from prospective customers to identify their solar energy needs.
- Provide technical information about solar power, solar systems, equipment, and services to potential customers or dealers.
- Calculate potential solar resources or solar array production for a particular site considering issues such as climate, shading, and roof orientation.
- Generate solar energy customer leads to develop new accounts.
- Take quote requests or orders from dealers or customers.
- Assess sites to determine suitability for solar equipment, using equipment such as tape measures, compasses, and computer software.
- Prepare or review detailed design drawings, specifications, or lists related to solar installations.
- Develop marketing or strategic plans for sales territories.
- Create customized energy management packages to satisfy customer needs.
- Visit establishments to evaluate needs or to promote product or service sales.
- Stock or distribute resources, such as samples or promotional or educational materials.
- Demonstrate use of solar and related equipment to customers or dealers.
How we measured this — and how fresh it is
AI's theoretical reach data: 2023
From GPTs-are-GPTs (Eloundou et al.), where GPT-4 rated how much of each task an AI tool could meaningfully speed up. This is the most recent open, commercially-usable occupation-level potential dataset — it dates to 2023. Newer multi-model re-runs exist but swing wildly (one 2026 study saw "high-risk" jobs range 2.7%–51.5% by model) and aren't openly licensed, so we show the stable 2023 baseline and pair it with newer real-world data.
Real-world AI use 2026 report
From the Anthropic Economic Index, which observes how real Claude conversations map onto each occupation's tasks. Published in Anthropic's March 2026 labor-market report, based on usage measured in Aug & Nov 2025 (Sonnet 4 / 4.5).
Task list & ratings O*NET 30.3
Tasks come from O*NET 30.3. Each task's "AI can do / speeds up / still on you" tier uses the real task-level exposure scores from GPTs-are-GPTs (E1 / E2 / E0) — not a guess from keywords.
Sources: O*NET 30.3 (CC BY 4.0) · GPTs-are-GPTs (MIT, 2023) · Anthropic Economic Index (CC BY, Aug & Nov 2025). Page compiled June 2026. "O*NET" is a trademark of the U.S. Department of Labor.
This page is for general informational purposes only and is not career, financial, or employment advice. AI exposure reflects research estimates of task overlap, not predictions about any individual's job, employer, or future employment.