Will AI replace Solar Sales Representatives and Assessors?

What this score means

Solar Sales Representatives and Assessors is among the more exposed roles in Sales & Marketing. A large share of the work, especially its routine and text-heavy parts, is already within reach of current AI, though the harder judgment calls still need a person. At 57 out of 100 it scores 9 points above the Sales & Marketing average of 48. Across the 4 sources behind this baseline, individual estimates run from 49 to 59, 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 Solar Sales Representatives and Assessors, most central first, showing 12 of 13.

• 01Prepare proposals, quotes, contracts, or presentations for potential solar customers.
• 02Select solar energy products, systems, or services for customers based on electrical energy requirements, site conditions, price, or other factors.
• 03Provide customers with information, such as quotes, orders, sales, shipping, warranties, credit, funding options, incentives, or tax rebates.
• 04Gather information from prospective customers to identify their solar energy needs.
• 05Calculate potential solar resources or solar array production for a particular site considering issues such as climate, shading, and roof orientation.
• 06Generate solar energy customer leads to develop new accounts.
• 07Provide technical information about solar power, solar systems, equipment, and services to potential customers or dealers.
• 08Assess sites to determine suitability for solar equipment, using equipment such as tape measures, compasses, and computer software.
• 09Take quote requests or orders from dealers or customers.
• 10Prepare or review detailed design drawings, specifications, or lists related to solar installations.
• 11Create customized energy management packages to satisfy customer needs.
• 12Develop marketing or strategic plans for sales territories.

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 4 research sources that scored Solar Sales Representatives and Assessors for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
• 02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025
• 03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 04AI Occupational Exposure to Language Modeling · 2023

Also covers

Canvasser · Energy Consultant · Residential Solar Consultant · Residential Solar Sales Consultant · Retail Solar Advisor · Sales Associate · Sales Consultant · Sales Representative (Sales Rep) and related titles

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