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How a non-destructive testing specialist can use AI, task by task

O*NET 17-3029.01: Non-Destructive Testing SpecialistsMedian pay $78,350/year (BLS, May 2025)16 tasksJob Zone 2: Some preparation

Test the safety of structures, vehicles, or vessels using x-ray, ultrasound, fiber optic or related equipment.

Type your own title and every prompt on this page updates to match. Also called: Industrial Radiographer, NDE Technician (Non-Destructive Evaluation Technician), NDT Coordinator (Non-Destructive Testing Coordinator), NDT Inspector (Non-Destructing Testing Inspector), NDT Specialist (Non-Destructive Testing Specialist), NDT Technical Specialist (Non-Destructive Testing Technical Specialist), NDT Technician (Non-Destructive Testing Technician).

Where AI fits in this job

AI-ready 15%AI-assist 27%Stays human 59%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 2 AI-ready, 4 AI-assist and 10 human-led tasks out of 16. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

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

AI can draft these 2

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

Prepare reports on non-destructive testing results.

Daily

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 a non-destructive testing specialist. Part of my job is to prepare reports on non-destructive testing results.

Context: We use Microsoft Word.
Test or study: [design test, engineering analysis]
Results: [paste data, observations]

Draft a findings report: purpose, method, results, conclusions, recommendations. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Test findings report

Step 1Pick a real example: the next time you prepare reports on non-destructive testing results (today).
Step 2Fill in [Test or study] and [Results] with the real details, then run the prompt.
Step 3Check every figure and conclusion against the data.

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

Importance 4.7/5 · core task · O*NET work activity: Document design or operational test results..

Document non-destructive testing methods, processes, or results.

Several times a day

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 a non-destructive testing specialist. Part of my job is to document non-destructive testing methods, processes, or results.

Context: We use Microsoft Word.
Test or study: [design test, engineering analysis]
Results: [paste data, observations]

Draft a findings report: purpose, method, results, conclusions, recommendations. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Test findings report

Step 1Pick a real example: the next time you document non-destructive testing methods, processes and results.
Step 2Fill in [Test or study] and [Results] with the real details, then run the prompt.
Step 3Check every figure and conclusion against the data.

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

Importance 4.5/5 · core task · O*NET work activity: Document design or operational test results..

AI can help you prep these 4

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

Interpret or evaluate test results in accordance with applicable codes, standards, specifications, or procedures.

Several times a day

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 a non-destructive testing specialist. Part of my job is to interpret or evaluate test results in accordance with applicable codes, standards, specifications, or procedures.

Context: We use Fractal Concept SoftScan and GE Sensing & Inspection Technologies Rhythm UT; the work draws on physics, engineering and technology and building and construction.
Test: [vulnerability scan, design test, equipment test]
Results: [paste]

Interpret results, rank issues, and suggest next steps. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Interpret test results

Step 1Pick a real example: the next time you interpret or evaluate test results.
Step 2Fill in [Test] and [Results] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

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

Importance 4.8/5 · core task · O*NET work activity: Interpret design or operational test results..

Interpret the results of all methods of non-destructive testing (NDT), such as acoustic emission, electromagnetic, leak, liquid penetrant, magnetic particle, neutron radiographic, radiographic, thermal or infrared, ultrasonic, vibration analysis, and visual testing.

Several times a day

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 a non-destructive testing specialist. Part of my job is to interpret the results of all methods of non-destructive testing (NDT), such as acoustic emission, electromagnetic, leak, liquid penetrant, magnetic particle, neutron radiographic, radiographic, thermal or infrared, ultrasonic, vibration analysis, and visual testing.

Context: We use Fractal Concept SoftScan and GE Sensing & Inspection Technologies Rhythm UT; the work draws on physics, engineering and technology and building and construction.
Test: [vulnerability scan, design test, equipment test]
Results: [paste]

Interpret results, rank issues, and suggest next steps. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Interpret test results

Step 1Pick a real example: the next time you interpret the results of all methods of non-destructive.
Step 2Fill in [Test] and [Results] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

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

Importance 4.8/5 · core task · O*NET work activity: Interpret design or operational test results..

Select, calibrate, or operate equipment used in the non-destructive testing of products or materials.

Daily

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a non-destructive testing specialist. Part of my job is to select, calibrate, or operate equipment used in the non-destructive testing of products or materials.

Context: We use GE Sensing & Inspection Technologies Rhythm UT and Fractal Concept SoftScan; the work draws on physics, engineering and technology and building and construction.
Job: [survey, inspection, operation]
Requirements: [accuracy, cost, conditions]

Compare options in a table and recommend one. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Select equipment or technology

Step 1Pick a real example: the next time you select, calibrate, or operate equipment used (today).
Step 2Fill in [Job] and [Requirements] with the real details, then run the prompt.
Step 3Open two of the sources it gives and confirm the key claim before you use it.

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

Importance 4.6/5 · core task · O*NET work activity: Select tools, equipment, or technologies for use in operations or projects.. Also involves: Calibrate scientific or technical equipment.; Operate industrial equipment..

Develop or use new non-destructive testing methods, such as acoustic emission testing, leak testing, and thermal or infrared testing.

Weekly

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 a non-destructive testing specialist. Part of my job is to develop or use new non-destructive testing methods, such as acoustic emission testing, leak testing, and thermal or infrared testing.

Context: We use Microsoft Project and SAP software; the work draws on physics, engineering and technology and building and construction.
Question: [what to test]
Resources: [equipment, samples, time]

Draft a protocol with design, controls, measurements and analysis. 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: Research protocol

Step 1Pick a real example: the next time you develop or use new non-destructive testing methods (this week).
Step 2Fill in [Question] and [Resources] 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 3.8/5 · core task · O*NET work activity: Devise research or testing protocols..

These stay human 10

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

📏 Measured in this job (O*NET work context): Face-to-face discussions: every day · Impact of decisions: important results · Frequency of decisions: once a week or more but not every day · Using hands on tools and objects: more than half the time

Identify defects in solid materials, using ultrasonic testing techniques.

Several times a day

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 a non-destructive testing specialist. Part of my job is to identify defects in solid materials, using ultrasonic testing techniques.

Context: The work draws on physics, engineering and technology and building and construction.
Material or structure: [concrete, soil, steel, asphalt]
Specification: [strengths, tolerances, standard numbers]

List the tests that apply, how many samples and when, pass/fail criteria, and a results log. Flag tests that must be done by a certified lab.

10-minute exercise: Materials test plan

Step 1Pick a real example: the next time you identify defects.
Step 2Fill in [Material or structure] and paste the [Specification] for a current job.
Step 3Use the results log on your next round of tests.

Importance 4.8/5 · core task · O*NET work activity: Test characteristics of materials or structures..

Visually examine materials, structures, or components for signs of corrosion, metal fatigue, cracks, or other flaws, using tools and equipment such as endoscopes, closed-circuit television systems, and fiber optics.

Daily

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 a non-destructive testing specialist. Part of my job is to visually examine materials, structures, or components for signs of corrosion, metal fatigue, cracks, or other flaws, using tools and equipment such as endoscopes, closed-circuit television systems, and fiber optics.

Context: The work draws on physics, engineering and technology and building and construction.
Product: [map, electronic product, assembly]
Requirements: [specs]

Make a final inspection checklist with common flaws. 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: Final inspection checklist

Step 1Pick a real example: the next time you visually examine materials, structures and components (today).
Step 2Fill in [Product] 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.

Importance 4.6/5 · core task · O*NET work activity: Inspect finished products to locate flaws..

Examine structures or vehicles such as aircraft, trains, nuclear reactors, bridges, dams, and pipelines, using non-destructive testing techniques.

Several times a day

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 a non-destructive testing specialist. Part of my job is to examine structures or vehicles such as aircraft, trains, nuclear reactors, bridges, dams, and pipelines, using non-destructive testing techniques.

Context: The work draws on physics, engineering and technology and building and construction.
System: [describe]
Standards: [specs]

Make an inspection checklist and findings report. 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: System inspection

Step 1Pick a real example: the next time you examine structures or vehicles.
Step 2Fill in [System] and [Standards] 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.

Importance 4.6/5 · core task · O*NET work activity: Inspect equipment or systems..

Supervise or direct the work of non-destructive testing trainees or staff.

Several times a day

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 a non-destructive testing specialist. Part of my job is to supervise or direct the work of non-destructive testing trainees or staff.

Context: The work draws on physics, engineering and technology and building and construction.
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 or direct the work of non-destructive testing trainees or staff.
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 4.5/5 · core task · O*NET work activity: Supervise engineering or other technical personnel..

Make radiographic images to detect flaws in objects while leaving objects intact.

Several times a day

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 a non-destructive testing specialist. Part of my job is to make radiographic images to detect flaws in objects while leaving objects intact.

Context: The work draws on physics, engineering and technology and building and construction.
Property: [force, size, composition]
Instrument: [microscope, tester]

Write a measurement protocol with calibration and error checks. 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: Measurement protocol

Step 1Pick a real example: the next time you make radiographic images.
Step 2Fill in [Property] and [Instrument] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.7/5 · core task · O*NET work activity: Measure physical or chemical properties of materials or objects..

Conduct liquid penetrant tests to locate surface cracks by coating objects with fluorescent dyes, cleaning excess penetrant, and applying developer.

Daily

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 a non-destructive testing specialist. Part of my job is to conduct liquid penetrant tests to locate surface cracks by coating objects with fluorescent dyes, cleaning excess penetrant, and applying developer.

Context: The work draws on physics, engineering and technology and building and construction.
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 conduct liquid penetrant tests (today).
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.

Importance 4.4/5 · core task · O*NET work activity: Test performance of electrical, electronic, mechanical, or integrated systems or equipment..

Produce images of objects on film, using radiographic techniques.

Daily

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 a non-destructive testing specialist. Part of my job is to produce images of objects on film, using radiographic techniques.

Context: The work draws on physics, engineering and technology and building and construction.
Property: [force, size, composition]
Instrument: [microscope, tester]

Write a measurement protocol with calibration and error checks. 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: Measurement protocol

Step 1Pick a real example: the next time you produce images of objects (today).
Step 2Fill in [Property] and [Instrument] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.5/5 · core task · O*NET work activity: Measure physical or chemical properties of materials or objects..

Map the presence of imperfections within objects, using sonic measurements.

Daily

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 a non-destructive testing specialist. Part of my job is to map the presence of imperfections within objects, using sonic measurements.

Context: The work draws on physics, engineering and technology and building and construction.
Property: [force, size, composition]
Instrument: [microscope, tester]

Write a measurement protocol with calibration and error checks. 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: Measurement protocol

Step 1Pick a real example: the next time you map the presence of imperfections (today).
Step 2Fill in [Property] and [Instrument] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.3/5 · core task · O*NET work activity: Measure physical or chemical properties of materials or objects..

Evaluate material properties, using radio astronomy, voltage and amperage measurement, or rheometric flow measurement.

Daily

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 a non-destructive testing specialist. Part of my job is to evaluate material properties, using radio astronomy, voltage and amperage measurement, or rheometric flow measurement.

Context: The work draws on physics, engineering and technology and building and construction.
Property: [force, size, composition]
Instrument: [microscope, tester]

Write a measurement protocol with calibration and error checks. 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: Measurement protocol

Step 1Pick a real example: the next time you evaluate material properties (today).
Step 2Fill in [Property] and [Instrument] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.4/5 · O*NET work activity: Measure physical or chemical properties of materials or objects..

Identify defects in concrete or other building materials, using thermal or infrared testing.

Weekly

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 a non-destructive testing specialist. Part of my job is to identify defects in concrete or other building materials, using thermal or infrared testing.

Context: The work draws on physics, engineering and technology and building and construction.
Material or structure: [concrete, soil, steel, asphalt]
Specification: [strengths, tolerances, standard numbers]

List the tests that apply, how many samples and when, pass/fail criteria, and a results log. Flag tests that must be done by a certified lab.

10-minute exercise: Materials test plan

Step 1Pick a real example: the next time you identify defects (this week).
Step 2Fill in [Material or structure] and paste the [Specification] for a current job.
Step 3Use the results log on your next round of tests.

Importance 3.5/5 · core task · O*NET work activity: Test characteristics of materials or structures..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

  • Critical Thinkingimportance 3.5/5
    Used in: Inspecting Equipment, Structures, or Materials
  • Quality Control Analysisimportance 3.9/5
    Used in: Inspecting Equipment, Structures, or Materials
  • Operations Monitoringimportance 3.2/5
    Used in: Inspecting Equipment, Structures, or Materials
  • Troubleshootingimportance 3.0/5
    Used in: Inspecting Equipment, Structures, or Materials

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Reading Comprehensionimportance 3.9/5
    Used in: Analyzing Data or Information
  • Writingimportance 3.2/5
    Used in: Documenting/Recording Information
  • Complex Problem Solvingimportance 3.1/5
    Used in: Making Decisions and Solving Problems
  • Systems Evaluationimportance 3.1/5
    Used in: Making Decisions and Solving Problems

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

New tasks appearing in this job

O*NET has started tracking 1 new or updated task here: 0 AI-ready, 0 AI-assist, 1 stays human. They have no worker ratings yet, so they aren't counted in the bar above.

Operate drones for remote inspection of large or hard-to-reach structures, such as wind turbines, bridges, or tall buildings.

New in O*NET

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 a non-destructive testing specialist. Part of my job is to operate drones for remote inspection of large or hard-to-reach structures, such as wind turbines, bridges, or tall buildings.

Context: The work draws on physics, engineering and technology and building and construction.
Access method: [scaffold, stilts, lift, drone]
Task: [describe]

List setup checks, fall protection and safe work steps. 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: Working at height plan

Step 1Pick a real example: the next time you operate drones.
Step 2Fill in [Access method] and [Task] with the real details, then run the prompt.
Step 3Check against fall protection rules and your site's permit system.

New O*NET task (05/2025). O*NET hasn't linked it to work activities yet, so its label comes from similar tasks, such as “Climb wind turbine towers to inspect, maintain, or repair equipment.” (Wind Turbine Service Technicians), and was checked by hand. O*NET work activity: Climb equipment or structures to access work areas.. Also involves: Test green technologies or processes.; Test mechanical equipment to ensure proper functioning..

Getting into this job

High school diploma is most common (68% of workers)

  • High school or less 68%
  • Certificate or some college 14%
  • Associate's 9%
  • Bachelor's 9%
  • On-the-job training: 1–2 years
  • Related experience: 6–12 months
  • Professional certification: important (3.5/5)

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Autodesk AutoCADMicrosoft AccessMicrosoft ExcelMicrosoft Office softwareMicrosoft OutlookMicrosoft PowerPointMicrosoft ProjectMicrosoft WordSAP software