Occupation baseline · Research consensus
Will AI replace Sales Engineers?
Baseline AI displacement risk for Sales Engineers, aggregated from 6 research sources.
What this score means
Sales Engineers sits in the middle of the exposure range for Sales & Marketing. Routine parts of the job are starting to automate, but much of it still depends on judgment, relationships, and context that today's models handle poorly. At 52 out of 100 it sits close to the Sales & Marketing average of 50. Across the 6 sources behind this baseline, individual estimates run from 36 to 62, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Sales Engineers, most central first, showing 12 of 25.
- 01Develop, present, or respond to proposals for specific customer requirements, including request for proposal responses and industry-specific solutions.
- 02Collaborate with sales teams to understand customer requirements, to promote the sale of company products, and to provide sales support.
- 03Create sales or service contracts for products or services.
- 04Visit prospective buyers at commercial, industrial, or other establishments to show samples or catalogs, and to inform them about product pricing, availability, and advantages.
- 05Keep informed on industry news and trends, products, services, competitors, relevant information about legacy, existing, and emerging technologies, and the latest product-line developments.
- 06Identify resale opportunities and support them to achieve sales plans.
- 07Confer with customers and engineers to assess equipment needs and to determine system requirements.
- 08Plan and modify product configurations to meet customer needs.
- 09Prepare and deliver technical presentations that explain products or services to customers and prospective customers.
- 10Recommend improved materials or machinery to customers, documenting how such changes will lower costs or increase production.
- 11Maintain sales forecasting reports.
- 12Document account activities, generate reports, and keep records of business transactions with customers and suppliers.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 6 research sources that scored Sales Engineers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 04Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 05GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 06AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Sales Engineers?
- Published research puts Sales Engineers at 52 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 6 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Sales Engineers?
- Only partly. Individual estimates for Sales Engineers run from 36 to 62 out of 100 across the 6 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which sales & marketing roles face similar AI exposure?
- The closest published sales & marketing roles to Sales Engineers by score are Insurance Sales Agents (54/100), Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products (54/100), and Door-to-Door Sales Workers, News and Street Vendors, and Related Workers (50/100). Each has its own page with the research behind its number.
Also covers
Aeronautical Products Sales Engineer · Aerospace Products Sales Engineer · Agricultural Equipment Sales Engineer · Business Development Engineer · Ceramic Products Sales Engineer · Chemical Equipment Sales Engineer · Customer Engineer · Electrical Products Sales Engineer and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More sales & marketing occupations
- Counter and Rental Clerks57/100
- Solar Sales Representatives and Assessors56/100
- Advertising Sales Agents55/100
- Insurance Sales Agents54/100
- Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products54/100
- Door-to-Door Sales Workers, News and Street Vendors, and Related Workers50/100
- Retail Salespersons49/100
- Cashiers48/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.