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How an engineer can use AI, task by task

O*NET 17-2199.00: Engineers, All OtherMedian pay $122,930/year (BLS, May 2025)15 common activities

All engineers not listed separately.

How this page is built: O*NET doesn't publish a task list for this catch-all occupation. This playbook is built from the related occupations it groups together: the work activities most of them share, classified the same way as every other task on the site. For a full task list, see Energy Engineers, Except Wind and Solar, Mechatronics Engineers, Microsystems Engineers, Photonics Engineers, Robotics Engineers, Nanosystems Engineers, Wind Energy Engineers, Solar Energy Systems Engineers.
Type your own title and every prompt on this page updates to match. Also called: —.

Where AI fits in this job

AI-ready 22%AI-assist 53%Stays human 25%

Share of the job's common activities across related occupations, weighted by how important and how frequent each task is (O*NET ratings). 4 AI-ready, 8 AI-assist and 3 human-led tasks out of 15. This measures where AI can help, not whether the job will disappear.

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

  1. Provide technical guidance to other personnel.Explain it clearly · Weekly
  2. Recommend technical design or process changes to improve efficiency, quality, or performance.Explain it clearly · Monthly
  3. Train personnel on proper operational procedures.Train & teach · Monthly

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

  1. Test performance of electrical, electronic, mechanical, or integrated systems or equipment.Watch & inspect · Monthly
  2. Supervise engineering or other technical personnel.Lead people · Weekly
  3. Create physical models or prototypes.Hands-on work · Weekly

🔒 Many of these tasks involve people's information. Remove names and identifying details before using AI, or use only a tool your employer has approved.

AI can draft these 4

AI produces a usable first pass. You review it, fix it and own it.

Research engineering applications of emerging technologies.

WeeklyIn 3 related jobs

AI maps out the topic and options; confirm with real sources.

Show prompt & steps

AI is a fast research assistant. Ask it to map out a topic, compare options or list what to check. Use a tool with web search and ask for its sources.

Ready-to-use prompt

I work as an engineer. Part of my job is to research engineering applications of emerging technologies.

Context: We use The MathWorks MATLAB and 360 Analytics eQUEST; the work draws on building and construction, engineering and technology and mechanical.
Technology: [drones, AI, sensors, materials]
Our application: [where we'd use it]

Summarize capabilities, limits, costs, regulations, and real examples. Suggest a small pilot. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Emerging tech scan

Step 1Pick a real example: the next time you research engineering applications of emerging technologies (this week).
Step 2Fill in [Technology] and [Our application] with the real details, then run the prompt.
Step 3Check the regulations and examples it cites.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.8/5 · O*NET work activity: Research engineering applications of emerging technologies..

Maintain operational records or records systems.

WeeklyIn 3 related jobs

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as an engineer. Part of my job is to maintain operational records or records systems.

Context: We use Microsoft Word.
Records: [geodetic, performance]
Needs: [describe]

Draft structure and entries. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Records system upkeep

Step 1Pick a real example: the next time you maintain operational records or records systems (this week).
Step 2Fill in [Records] and [Needs] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.6/5 · O*NET work activity: Maintain operational records or records systems..

Document technical design details.

MonthlyIn 3 related jobs

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as an engineer. Part of my job is to document technical design details.

Context: We use Microsoft Word.
Design: [building, structure, system, survey]
Details to record: [specs, materials, dimensions, data]

Draft a design specification document with sections, tables and a revision log. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Design documentation

Step 1Pick a real example: the next time you document technical design details.
Step 2Fill in [Design] and [Details to record] with the real details, then run the prompt.
Step 3Cross-check every number against the drawings or survey data.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.4/5 · O*NET work activity: Document technical design details..

Prepare proposal documents.

A few times a yearIn 3 related jobs

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as an engineer. Part of my job is to prepare proposal documents.

Context: We use Microsoft Word.
Purpose: [funding, estimate]
Materials: [paste]

Draft the proposal package. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Proposal documents

Step 1Pick a real example: the next time you prepare proposal documents.
Step 2Fill in [Purpose] and [Materials] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.6/5 · O*NET work activity: Prepare proposal documents..

AI can help you prep these 8

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Provide technical guidance to other personnel.

WeeklyIn 4 related jobs

AI helps you prepare clearer wording and likely questions.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as an engineer. Part of my job is to provide technical guidance to other personnel.

Context: The work draws on building and construction, engineering and technology and mechanical.
Topic: [security products, techniques]
Audience: [users, colleagues]

Explain step by step with examples. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Technical guidance

Step 1Pick a real example: the next time you provide technical guidance (this week). Leave out names and identifying details.
Step 2Fill in [Topic] and [Audience] with the real details, then run the prompt.
Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.0/5 · O*NET work activity: Provide technical guidance to other personnel..

Recommend technical design or process changes to improve efficiency, quality, or performance.

MonthlyIn 4 related jobs

AI helps you prepare clearer wording and likely questions.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as an engineer. Part of my job is to recommend technical design or process changes to improve efficiency, quality, or performance.

Context: We use Microsoft Visio and Performance Systems Development TREAT; the work draws on building and construction, engineering and technology and mechanical.
Process: [describe]
Data: [results]

Write a recommendation with evidence. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Process improvement recommendation

Step 1Pick a real example: the next time you recommend technical design or process changes.
Step 2Fill in [Process] and [Data] with the real details, then run the prompt.
Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 3.6/5 · O*NET work activity: Recommend technical design or process changes to improve efficiency, quality, or performance..

Train personnel on proper operational procedures.

MonthlyIn 4 related jobs

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as an engineer. Part of my job is to train personnel on proper operational procedures.

Context: We use Microsoft PowerPoint; the work draws on building and construction, engineering and technology and mechanical.
Procedure: [describe]
Trainees: [describe]

Plan training with demonstration, practice and sign-off criteria. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Procedure training

Step 1Pick a real example: the next time you train personnel. Leave out names and identifying details.
Step 2Fill in [Procedure] and [Trainees] with the real details, then run the prompt.
Step 3Swap one AI example for a real story from your own work. Real stories are what people remember.

Check that every procedure in the material matches your workplace's actual standards.

Importance 3.6/5 · O*NET work activity: Train personnel on proper operational procedures..

Create models of engineering designs or methods.

WeeklyIn 3 related jobs

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as an engineer. Part of my job is to create models of engineering designs or methods.

Context: We use The MathWorks MATLAB and 360 Analytics eQUEST; the work draws on building and construction, engineering and technology and mechanical.
Design or system: [describe]
Inputs and physics: [loads, flows, behaviours]

Propose a model, its assumptions and equations, and starter code or spreadsheet formulas, then a way to validate it.

10-minute exercise: Engineering model

Step 1Pick a real example: the next time you create models of engineering designs or methods (this week).
Step 2Fill in [Design or system] and [Inputs and physics] with the real details, then run the prompt.
Step 3Validate the model against one known case before trusting its predictions.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.9/5 · O*NET work activity: Create models of engineering designs or methods..

Design electromechanical equipment or systems.

MonthlyIn 3 related jobs

AI generates options and references; taste and the final call are yours.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as an engineer. Part of my job is to design electromechanical equipment or systems.

Context: We use Autodesk AutoCAD and Home Energy Efficient Design HEED; the work draws on building and construction, engineering and technology and mechanical.
System: [aerospace, marine, machinery]
Requirements: [performance, space, weight]

Generate design concepts and trade-off table. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Electromechanical design concepts

Step 1Pick a real example: the next time you design electromechanical equipment or systems.
Step 2Fill in [System] and [Requirements] with the real details, then run the prompt.
Step 3Review concepts with your design team against requirements.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Importance 3.6/5 · O*NET work activity: Design electromechanical equipment or systems..

Design industrial processing systems.

MonthlyIn 4 related jobs

AI generates options and references; taste and the final call are yours.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as an engineer. Part of my job is to design industrial processing systems.

Context: We use Autodesk AutoCAD and Home Energy Efficient Design HEED; the work draws on building and construction, engineering and technology and mechanical.
Process: [food plant, chemical]
Requirements: [capacity, safety]

Generate layout and equipment options. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Process system design

Step 1Pick a real example: the next time you design industrial processing systems.
Step 2Fill in [Process] and [Requirements] with the real details, then run the prompt.
Step 3Pick the idea that sparks something and develop it yourself for 5 minutes.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Importance 3.3/5 · O*NET work activity: Design industrial processing systems..

Develop technical methods or processes.

MonthlyIn 3 related jobs

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as an engineer. Part of my job is to develop technical methods or processes.

Context: We use Microsoft Project and Microsoft Excel; the work draws on building and construction, engineering and technology and mechanical.
Process: [lab to production, separation]
Requirements: [scale, quality]

Plan development steps and validation. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Technical process development

Step 1Pick a real example: the next time you develop technical methods or processes.
Step 2Fill in [Process] and [Requirements] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 3.5/5 · O*NET work activity: Develop technical methods or processes..

Design alternative energy systems.

MonthlyIn 3 related jobs

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as an engineer. Part of my job is to design alternative energy systems.

Context: We use Microsoft Project and Microsoft Excel; the work draws on building and construction, engineering and technology and mechanical.
System: [solar, wind, fuel cell]
Requirements: [load, site, budget]

Outline a design with sizing calculations and key components. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Renewable system design

Step 1Pick a real example: the next time you design alternative energy systems.
Step 2Fill in [System] and [Requirements] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 3.2/5 · O*NET work activity: Design alternative energy systems..

These stay human 3

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

Test performance of electrical, electronic, mechanical, or integrated systems or equipment.

MonthlyIn 5 related jobs

Needs your eyes on site. AI can build the checklist and the report.

Show prep prompt & steps

Where AI still helps: AI can build your inspection checklists, explain standards and turn your notes and photos into clean reports.

Prep prompt

I work as an engineer. Part of my job is to test performance of electrical, electronic, mechanical, or integrated systems or equipment.

Context: The work draws on building and construction, engineering and technology and mechanical.
System: [describe]
Requirements: [performance targets]

Draft a test plan with conditions, measurements and pass criteria. Group it by area, say what 'good' and 'bad' look like for each item, and add a short template for writing up what I find.

10-minute exercise: Performance test plan

Step 1Pick a real example: the next time you test performance of electrical, electronic and mechanical.
Step 2Fill in [System] and [Requirements] with the real details, then run the prompt.
Step 3Take it with you next time, tick it alongside your usual routine, and add anything it missed. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 3.8/5 · O*NET work activity: Test performance of electrical, electronic, mechanical, or integrated systems or equipment..

Supervise engineering or other technical personnel.

WeeklyIn 3 related jobs

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as an engineer. Part of my job is to supervise engineering or other technical personnel.

Context: The work draws on building and construction, engineering and technology and mechanical.
Team: [engineers, specialists, subcontractors]
Issue or goal: [quality, schedule, coordination]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Supervising technical staff

Step 1Pick a real example: the next time you supervise engineering or other technical personnel (this week). Leave out names and identifying details.
Step 2Fill in [Team] and [Issue or goal] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 3.9/5 · O*NET work activity: Supervise engineering or other technical personnel..

Create physical models or prototypes.

WeeklyIn 3 related jobs

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an engineer. Part of my job is to create physical models or prototypes.

Context: The work draws on building and construction, engineering and technology and mechanical.
Prototype: [component, assembly, product]
What it must prove: [fit, function, performance]

List build steps, materials, test measurements and what to change between iterations. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Prototype build plan

Step 1Pick a real example: the next time you create physical models or prototypes (this week).
Step 2Fill in [Prototype] and [What it must prove] with the real details, then run the prompt.
Step 3Decide the pass/fail measurements before building so the test is honest.

Importance 3.8/5 · O*NET work activity: Create physical models or prototypes..

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