Will AI replace solar sales representatives and assessors?

Unlikely, though parts of the work are changing. About 1h 10m of an 8-hour shift goes to tasks touched by AI working on its own. The breakdown: 41m that AI mostly does alone, 29m that robots have done in real workplaces. The other 6h 50m (85%) stays with people. Separately, BLS expects about 1.2% more of these jobs by 2035 (all jobs: +3.5%).

AI shows up regularly in 1 of 13 tasks, about 41m of a typical shift. The biggest ones:

• Provide technical information about solar power, solar systems, equipment, and services to potential customers or dealers. (41m a shift, AI mostly does it alone)

For some tasks, yes. Robots have done 1 of this job's tasks in workplaces like this one, about 29m of a typical shift.

• Assess sites to determine suitability for solar equipment, using equipment such as tape measures, compasses, and computer software. (29m a shift; e.g. Scanifly photogrammetry platform and shade analysis, in use)

6h 50m of a typical shift, or 85%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

• Prepare proposals, quotes, contracts, or presentations for potential solar customers. (1h 28m a shift)
• Generate solar energy customer leads to develop new accounts. (1h 28m a shift)
• Provide customers with information, such as quotes, orders, sales, shipping, warranties, credit, funding options, incentives, or tax rebates. (1h 4m a shift)
• Gather information from prospective customers to identify their solar energy needs. (53m a shift)
• Select solar energy products, systems, or services for customers based on electrical energy requirements, site conditions, price, or other factors. (29m a shift)

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

• 98% say dealing with the public is very or extremely important
• 97% are in constant contact with other people

For the 1 task in this job where AI shows up and timing data exists, a typical request takes about 1h 59m for a person alone and about 19m with AI. These are Claude's own estimates from real conversations in April and May 2026 (Anthropic Economic Index). They describe single requests, not whole workdays, and time saved on a task doesn't mean jobs are cut. The biggest gaps:

• Provide technical information about solar power, solar systems, equipment, and services to potential customers or dealers (about 1h 59m alone, 19m with AI)

On Indeed, job postings in the Sales sector are at 92% of their February 2020 level (all U.S. postings: 104%), up 1.5% from a year earlier, as of Oct 9, 2026. BLS separately expects about 24,000 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

The median pay is about $104,920 a year ($50.44 an hour), 106% above the median for all U.S. jobs ($50,980). Most people in this job earn between $52,600 and $200,440 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

BLS projects growth of 1.2% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 296,000 jobs in 2035. It expects about 24,000 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

About 285,000 people in the U.S., roughly 0.18% of all workers (BLS, May 2025). That makes it the 137th largest of the 796 jobs on this site. BLS expects about 296,000 in 2035.

The most common requirement is an associate's degree: about 45% of people in the job said so in the official O*NET survey. O*NET rates the job at level 3 of 5 for preparation, which usually means: vocational school or associate's degree. Requirements vary by state and employer, especially for licensed work.

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

• Skills that matter more here than in most jobs: Persuasion, Service Orientation, Negotiation, Speaking
• Get strong at the parts of the job that stay with people (listed above), which take 6h 50m of a typical shift
• Tools employers list: Salesforce software, Adobe Acrobat, Autodesk AutoCAD, Google Workspace software, Microsoft Excel
• Learn to use AI well on the tasks where it already shows up in this job (listed above)

Yes. Occupational experts recently added these to the official task list, a sign of how the work itself is shifting. New tasks aren't rated for AI or robots yet:

• Log client information and sales leads into tracking documents or software.

These use similar skills. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

• Energy Auditors (0m touched, $75k median pay)

Each task carries its own evidence label. For this job: 1 observed in real AI use, 1 with robots in real deployments, 11 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.