Will AI replace Energy Engineers, Except Wind and Solar?
Work in Energy Engineers, Except Wind and Solar sits in the in-between: AI reaches some of it (~55% in theory) but is only measured doing about 7% today — part human, part machine.
The Hybrid Zone
Part human, part AI — already a blend.
O*NET-SOC 17-2199
How your 116 core tasks split
24 AI can do this now
76 AI speeds this up
16 Still on you
AI could do · GPT-4 study
55%
48-pt gap
AI actually does · 2026 report
7%
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 (~55%). By late 2025, real-world AI use had reached about 7% of its task activity (growing but still limited). 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.
Lowconfidence
Don't trust a single AI-risk score here
For this job, the signals disagree sharply. AI's theoretical reach looks moderate (~55%), but real-world use is only ~7%, 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 116 tasks, ratedBased on real task-level AI scores — click to collapse
AI can already do this24 of 116
- Prepare energy-related project reports or related documentation.
- Write or install energy management routines for building automation systems.
- Maintain technical project files.
- Publish engineering reports documenting design details or qualification test results.
- Create or maintain formal engineering documents, such as schematics, bills of materials, components or materials specifications, or packaging requirements.
- Communicate operating characteristics or performance experience to other engineers or designers for training or new product development purposes.
- Write reports or proposals related to photonics research or development projects.
- Document photonics system or component design processes, including objectives, issues, or outcomes.
- Create or maintain photonic design histories.
- Review or approve designs, calculations, or cost estimates.
- Debug robotics programs.
- Create back-ups of robot programs or parameters.
- Design robotic systems, such as automatic vehicle control, autonomous vehicles, advanced displays, advanced sensing, robotic platforms, computer vision, or telematics systems.
- Design software to control robotic systems for applications, such as military defense or manufacturing.
- Conduct research into the feasibility, design, operation, or performance of robotic mechanisms, components, or systems, such as planetary rovers, multiple mobile robots, reconfigurable robots, or man-machine interactions.
- Document robotic application development, maintenance, or changes.
- Write algorithms or programming code for ad hoc robotic applications.
- Make system device lists or event timing charts.
- Write proposals to secure external funding or to partner with other companies.
- Prepare reports, deliver presentations, or participate in program review activities to communicate engineering results or recommendations.
- Conduct research related to a range of nanotechnology topics, such as packaging, heat transfer, fluorescence detection, nanoparticle dispersion, hybrid systems, liquid systems, nanocomposites, nanofabrication, optoelectronics, or nanolithography.
- Prepare nanotechnology-related invention disclosures or patent applications.
- Develop catalysis or other green chemistry methods to synthesize nanomaterials, such as nanotubes, nanocrystals, nanorods, or nanowires.
- Create checklists for review or inspection of completed solar installation projects.
AI speeds this up76 of 116
- Identify and recommend energy savings strategies to achieve more energy-efficient operation.
- Conduct energy audits to evaluate energy use and to identify conservation and cost reduction measures.
- Monitor and analyze energy consumption.
- Monitor energy related design or construction issues, such as energy engineering, energy management, or sustainable design.
- Inspect or monitor energy systems, including heating, ventilating, and air conditioning (HVAC) or daylighting systems to determine energy use or potential energy savings.
- Advise clients or colleagues on topics such as climate control systems, energy modeling, data logging, sustainable design, or energy auditing.
- Analyze, interpret, or create graphical representations of energy data, using engineering software.
- Verify energy bills and meter readings.
- Collect data for energy conservation analyses, using jobsite observation, field inspections, or sub-metering.
- Manage the development, design, or construction of energy conservation projects to ensure acceptability of budgets and time lines, conformance to federal and state laws, or adherence to approved specifications.
- Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.
- Review architectural, mechanical, or electrical plans or specifications to evaluate energy efficiency.
- Review or negotiate energy purchase agreements.
- Train personnel or clients on topics such as energy management.
- Direct the implementation of energy management projects.
- Research renewable or alternative energy systems or technologies, such as solar thermal or photovoltaic energy.
- Promote awareness or use of alternative or renewable energy sources.
- Recommend best fuel for specific sites or circumstances.
- Create mechanical design documents for parts, assemblies, or finished products.
- Design advanced precision equipment for accurate or controlled applications.
- Design engineering systems for the automation of industrial tasks.
- Identify materials appropriate for mechatronic system designs.
- Research, select, or apply sensors, communication technologies, or control devices for motion control, position sensing, pressure sensing, or electronic communication.
- Apply mechatronic or automated solutions to the transfer of materials, components, or finished goods.
- Provide consultation or training on topics such as mechatronics or automated control.
- Upgrade the design of existing devices by adding mechatronic elements.
- Create mechanical models to simulate mechatronic design concepts.
- Analyze existing development or manufacturing procedures and suggest improvements.
- Determine the feasibility, costs, or performance benefits of new mechatronic equipment.
- Create schematics and physical layouts of integrated microelectromechanical systems (MEMS) components or packaged assemblies consistent with process, functional, or package constraints.
- Investigate characteristics such as cost, performance, or process capability of potential microelectromechanical systems (MEMS) device designs, using simulation or modeling software.
- Conduct analyses addressing issues such as failure, reliability, or yield improvement.
- Plan or schedule engineering research or development projects involving microelectromechanical systems (MEMS) technology.
- Propose product designs involving microelectromechanical systems (MEMS) technology, considering market data or customer requirements.
- Develop formal documentation for microelectromechanical systems (MEMS) devices, including quality assurance guidance, quality control protocols, process control checklists, data collection, or reporting.
- Analyze system performance or operational requirements.
- Develop optical or imaging systems, such as optical imaging products, optical components, image processes, signal process technologies, or optical systems.
- Assist in the transition of photonic prototypes to production.
- Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in the field.
- Conduct testing to determine functionality or optimization or to establish limits of photonics systems or components.
- Determine applications of photonics appropriate to meet product objectives or features.
- Conduct research on new photonics technologies.
- Design electro-optical sensing or imaging systems.
- Design photonics products, such as light sources, displays, or photovoltaics, to achieve increased energy efficiency.
- Design gas lasers, solid state lasers, infrared, or other light emitting or light sensitive devices.
- Determine commercial, industrial, scientific, or other uses for electro-optical applications or devices.
- Process or interpret signals or sensor data.
- Provide technical support for robotic systems.
- Design end-of-arm tooling.
- Conduct research on robotic technology to create new robotic systems or system capabilities.
- Evaluate robotic systems or prototypes.
- Design automated robotic systems to increase production volume or precision in high-throughput operations, such as automated ribonucleic acid (RNA) analysis or sorting, moving, or stacking production materials.
- Supervise technologists or technicians engaged in nanotechnology research or production.
- Provide scientific or technical guidance or expertise to scientists, engineers, technologists, technicians, or others, using knowledge of chemical, analytical, or biological processes as applied to micro and nanoscale systems.
- Identify new applications for existing nanotechnologies.
- Design or conduct tests of new nanotechnology products, processes, or systems.
- Develop processes or identify equipment needed for pilot or commercial nanoscale scale production.
- Generate high-resolution images or measure force-distance curves, using techniques such as atomic force microscopy.
- Design nano-enabled products with reduced toxicity, increased durability, or improved energy efficiency.
- Provide technical guidance or support to customers on topics such as nanosystem start-up, maintenance, or use.
- Design or engineer nanomaterials, nanodevices, nano-enabled products, or nanosystems, using three-dimensional computer-aided design (CAD) software.
- Apply nanotechnology to improve the performance or reduce the environmental impact of energy products, such as fuel cells or solar cells.
- Create designs or prototypes for nanosystem applications, such as biomedical delivery systems or atomic force microscopes.
- Design nanosystems with components such as nanocatalysts or nanofiltration devices to clean specific pollutants from hazardous waste sites.
- Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.
- Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.
- Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.
- Create plans for solar energy system development, monitoring, and evaluation activities.
- Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems.
- Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.
- Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.
- Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives.
- Develop design specifications and functional requirements for residential, commercial, or industrial solar energy systems or components.
- Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.
- Develop standard operation procedures and quality or safety standards for solar installation work.
- Perform thermal, stress, or cost reduction analyses for solar systems.
Still on you16 of 116
- Implement or test design solutions.
- Oversee the work of contractors in accordance with project requirements.
- Develop or test photonic prototypes or models.
- Design, integrate, or test photonics systems or components.
- Train operators, engineers, or other personnel.
- Analyze, fabricate, or test fiber-optic links.
- Oversee or provide expertise on manufacturing, assembly, or fabrication processes.
- Build, configure, or test robots or robotic applications.
- Supervise technologists, technicians, or other engineers.
- Investigate mechanical failures or unexpected maintenance problems.
- Integrate robotics with peripherals, such as welders, controllers, or other equipment.
- Install, calibrate, operate, or maintain robots.
- Synthesize, process, or characterize nanomaterials, using advanced tools or techniques.
- Engineer production processes for specific nanotechnology applications, such as electroplating, nanofabrication, or epoxy.
- Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring.
- Test or evaluate photovoltaic (PV) cells or modules.
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.