Will non-destructive testing specialists be replaced by AI?
Updated
Non-destructive testing specialists score 34 out of 100 for AI exposure. 49% of their task time needs a person. AI can do 14% and helps with 37%.
- 14% AI can do it
- 37% AI helps
- 49% Needs a person
Moderate exposure
Lower than 56% of the 923 jobs we scored.
Task by task
We graded 16 tasks, most exposed first. AI can do 2 of them, helps with 6 and leaves 8 to people.
| Task | AI exposure |
|---|---|
| Prepare reports on non-destructive testing results. Drafting reports from test data is a strong AI fit. | 70% AI can do it |
| Document non-destructive testing methods, processes, or results. Documenting methods and results is structured writing AI does well. | 65% AI can do it |
| Interpret or evaluate test results in accordance with applicable codes, standards, specifications, or procedures. Comparing results to code criteria is mostly structured lookup work. | 55% AI helps |
| 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. Combining many method results needs expert judgment; AI drafts summaries. | 40% AI helps |
| Identify defects in solid materials, using ultrasonic testing techniques. AI flags ultrasonic signals; technicians still scan and verify parts. | 35% AI helps |
| Map the presence of imperfections within objects, using sonic measurements. AI can help turn sonic scan data into defect maps. | 30% AI helps |
| Identify defects in concrete or other building materials, using thermal or infrared testing. AI flags thermal image defects; site scanning remains physical work. | 28% AI helps |
| Develop or use new non-destructive testing methods, such as acoustic emission testing, leak testing, and thermal or infrared testing. Lab research leads; AI helps with literature and data analysis. | 25% AI helps |
| 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. Borescope inspection needs physical access; AI only helps flag images. | 20% Needs a person |
| Select, calibrate, or operate equipment used in the non-destructive testing of products or materials. Equipment setup and calibration involve physical handling and instruments. | 18% Needs a person |
Show the other 6 tasks
| Task | AI exposure |
|---|---|
| Evaluate material properties, using radio astronomy, voltage and amperage measurement, or rheometric flow measurement. Measuring voltage, current, and flow is physical lab work. | 18% Needs a person |
| Supervise or direct the work of non-destructive testing trainees or staff. Supervising people involves live judgment, coaching, and accountability. | 15% Needs a person |
| Examine structures or vehicles such as aircraft, trains, nuclear reactors, bridges, dams, and pipelines, using non-destructive testing techniques. Examining aircraft, bridges, or pipelines on site needs physical presence. | 12% Needs a person |
| Produce images of objects on film, using radiographic techniques. Film radiography requires physical exposure and handling of film. | 12% Needs a person |
| Make radiographic images to detect flaws in objects while leaving objects intact. Physical source and detector setup around parts resists automation. | 10% Needs a person |
| Conduct liquid penetrant tests to locate surface cracks by coating objects with fluorescent dyes, cleaning excess penetrant, and applying developer. Applying dye, cleaning, and developing parts is physical bench work. | 8% Needs a person |
How non-destructive testing specialists compare
All jobs (923)
Architecture and engineering (56)
Pay and outlook in the US
- Median pay
- $78,350 a year, May 2025
- People employed
- 29,965 in the US, May 2025
- Projected change in jobs
- +2.8% from 2024 to 2034
Skills to build
- Hold ASNT Level II or III NDT certification
- Calibrate ultrasonic flaw detectors and phased array units
- Set up radiographic source and detector positions on parts
- Interpret combined results from multiple NDT methods
- Build test automation scripts in National Instruments LabVIEW
Questions about non-destructive testing specialists and AI
Will AI replace non-destructive testing specialists?
Partly. About 3 in 10 working hours go to tasks AI can already do, mostly drafting reports and documenting methods and results. Field inspection, equipment setup and calibration, and hands-on radiographic and dye work stay with people because they need a person physically present at the part.
Which non-destructive testing tasks is AI taking over?
Preparing reports on test results scores 70 on exposure, since drafting from test data is a strong AI fit. Documenting methods, processes, and results scores 65 because structured writing suits AI. Checking results against codes and standards scores 55, since comparing values to criteria is mostly lookup work.
Which non-destructive testing tasks stay with people?
Liquid penetrant testing scores 8 on exposure, because applying dye, cleaning parts, and developing them is physical bench work. On-site examination of aircraft, bridges, and pipelines scores 12, since it needs a person at the structure. Supervising trainees scores 15 because coaching and accountability depend on live judgment.
How can non-destructive testing specialists stay valuable?
Keep ASNT Level II or III certification current, since code acceptance decisions rest on it. Use Excel to turn ultrasonic scan data into defect maps and trend tables. Write findings in Word and PowerPoint with the code clause cited. Calibrate LabVIEW-based rigs yourself and log each setup in SAP.
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