Will solar sales representatives be replaced by AI?
Updated
Solar sales representatives score 65 of 100 for AI exposure. The largest share of their task time, 54%, is work AI speeds up while they stay in charge. AI can take over 40% outright, and 6% stays with people.
- 40% AI can do it
- 54% AI helps
- 6% Needs a person
High exposure
Higher than 96% of the 923 occupations we scored.
Task by task
We graded 13 tasks, listed here from most to least exposed. AI can do 5 of them today, speeds up 7 and leaves 1 to people.
| Task | AI exposure |
|---|---|
| Provide technical information about solar power, solar systems, equipment, and services to potential customers or dealers. Language models explain solar equipment and systems well. | 72% AI can do it |
| Prepare proposals, quotes, contracts, or presentations for potential solar customers. Proposals and quotes are templated and drafted by design software. | 70% AI can do it |
| Calculate potential solar resources or solar array production for a particular site considering issues such as climate, shading, and roof orientation. Solar modeling software computes output from site data automatically. | 70% AI can do it |
| Take quote requests or orders from dealers or customers. Online order forms and email intake can be processed automatically. | 68% AI can do it |
| Generate solar energy customer leads to develop new accounts. AI ad targeting and lead scoring generate prospects at scale. | 62% AI can do it |
| Prepare or review detailed design drawings, specifications, or lists related to solar installations. Design tools draft layouts; licensed engineers must approve. | 60% AI helps |
| Provide customers with information, such as quotes, orders, sales, shipping, warranties, credit, funding options, incentives, or tax rebates. Chatbots answer routine questions; financing and incentive details need checking. | 58% AI helps |
| Develop marketing or strategic plans for sales territories. AI drafts territory plans from data; leadership sets priorities. | 58% AI helps |
| Select solar energy products, systems, or services for customers based on electrical energy requirements, site conditions, price, or other factors. Software ranks systems; rep confirms fit with site and budget. | 55% AI helps |
| Gather information from prospective customers to identify their solar energy needs. Intake forms and bill analysis help; discovery calls stay human. | 50% AI helps |
Show the other 3 tasks
| Task | AI exposure |
|---|---|
| Create customized energy management packages to satisfy customer needs. AI can propose bundles; customer tradeoffs need advisor judgement. | 42% AI helps |
| Assess sites to determine suitability for solar equipment, using equipment such as tape measures, compasses, and computer software. Imagery tools help; on-site measurement still needs a person. | 28% AI helps |
| Demonstrate use of solar and related equipment to customers or dealers. Live demos of physical equipment need a person present. | 12% Needs a person |
How solar sales representatives compare
All occupations (923)
Sales and related (22)
Pay and outlook in the US
- Median pay
- $104,920 a year, May 2025
- Projected change in jobs
- +1.2% from 2024 to 2034
Skills to build
- Run on-site roof measurements with tape measure and compass
- Mark up array layouts in Autodesk AutoCAD
- Manage deal stages and follow-ups in Salesforce
- Verify federal and state solar incentives before quoting
- Hold NABCEP PV Associate certification
- Present shading-adjusted proposals in Microsoft PowerPoint
Safer roles nearby
5 related occupations with lower scores.
Questions about solar sales representatives and AI
Will AI replace solar sales representatives?
Partly. About 6 in 10 working hours go to tasks AI can already do, mostly drafting proposals and quotes and running solar production models. Demos, roof visits and the final sign-off on a system stay with reps because they need a person on site and in the room with the customer.
Which solar sales tasks is AI taking over?
Explaining technical information, drafting proposals and quotes, and modeling array output are the most exposed tasks. Language models explain solar systems well, with an exposure score of 72. Proposal drafting and production modeling both score 70, since design software builds templated quotes and computes output from roof orientation and shading automatically.
Which solar sales tasks stay with people?
Equipment demos and site assessments stay with people. Demonstrating physical equipment scores 12 on exposure, the lowest in this job, because a live demo needs a person present. Site assessment scores 28, since tape measures and roof walks still need someone on the roof, even though imagery tools handle the first pass.
How can solar sales representatives stay valuable?
Run discovery calls and bill analysis yourself before any design work starts. Check incentive and tax credit details in writing before a quote leaves your desk. Mark up layouts in AutoCAD, hold NABCEP PV Associate certification, and walk roofs with a tape measure so your designs match the actual site.
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