Will AI replace penetration testers?

Most of the shift goes to “Test the security of systems by attempting to gain access to networks”, which remains people's work. So far the record shows no AI use or robot deployment for any of this job's tasks. That reflects today's evidence and could change. BLS expects about 5.1% more of these jobs by 2035.

Time card for penetration testers showing a typical 8-hour shift: 8h done by people.
Each mark is 5 minutes of a typical shift for penetration testers, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

Home / Computers & math / Penetration Testers

Evaluate network system security by conducting simulated internal and external cyberattacks using adversary tools and techniques. Attempt to breach and exploit critical systems and gain access to sensitive information to assess system security.

Time card

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MineTask, by time spentHumanWith AIAIRobot
Test the security of systems by attempting to gain access to networks, Web-based applications, or computers.1h 10m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Develop and execute tests that simulate the techniques of known cyber threat actors.47m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Document penetration test findings.47m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Identify security system weaknesses, using penetration tests.41m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Develop infiltration tests that exploit device vulnerabilities.29m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Evaluate vulnerability assessments of local computing environments, networks, infrastructures, or enclave boundaries.29m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Discuss security solutions with information technology teams or management.23m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Write audit reports to communicate technical and procedural findings and recommend solutions.23m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Collect stakeholder data to evaluate risk and to develop mitigation strategies.18m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Conduct network and security system audits, using established criteria.18m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Develop security penetration testing processes, such as wireless, data networks, and telecommunication security tests.18m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Gather cyber intelligence to identify vulnerabilities.18m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Keep up with new penetration testing tools and methods.18m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Design security solutions to address known device vulnerabilities.12m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Identify new threat tactics, techniques, or procedures used by cyber threat actors.12m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Investigate security incidents, using computer forensics, network forensics, root cause analysis, or malware analysis.12m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Maintain up-to-date knowledge of hacking trends.12m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Prepare and submit reports describing the results of security fixes.12m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Assess the physical security of servers, systems, or network devices to identify vulnerability to temperature, vandalism, or natural disasters.6m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Configure information systems to incorporate principles of least functionality and least access.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Develop presentations on threat intelligence.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Update corporate policies to improve cyber security.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work

Clock history

  1. 0m touchedFirst published: O*NET 30.1, Anthropic Economic Index (2025 usage and September 2026 robot study), BLS May 2025

When new data changes this clock, the date, the new numbers and the reason are logged here. Company news alone never moves the clock.

On the floor

No company news tracked for this job yet. New stories are added as they happen.

Ask the clock

Will AI replace penetration testers?

Not on current evidence. Less than 30 minutes of a typical shift goes to tasks that AI or robots are doing today. The other 8h (100%) stays with people. Separately, BLS expects about 5.1% more of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for penetration testers?

None of this job's tasks show regular AI use yet. That can mean the work is hands-on or in person, or simply that it rarely comes up in AI usage data.

Where do robots fit in?

Not in workplaces like this one, based on a 2026 review of robot deployments. For 1 physical task, no robot has shown it can do the work yet.

What still needs a person?

8h of a typical shift, or 100%, 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:

  • Test the security of systems by attempting to gain access to networks, Web-based applications, or computers. (1h 10m a shift)
  • Develop and execute tests that simulate the techniques of known cyber threat actors. (47m a shift)
  • Document penetration test findings. (47m a shift)
  • Identify security system weaknesses, using penetration tests. (41m a shift)
  • Develop infiltration tests that exploit device vulnerabilities. (29m a shift)
Are employers still hiring penetration testers?

On Indeed, job postings in the IT Systems & Solutions sector are at 77% of their February 2020 level (all U.S. postings: 104%), up 10.8% from a year earlier, as of Oct 9, 2026. BLS separately expects about 27,000 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.

How much do penetration testers make?

The median pay is about $116,580 a year ($56.05 an hour), 129% above the median for all U.S. jobs ($50,980). Most people in this job earn between $55,940 and $188,470 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:

Is this job growing or shrinking?

BLS projects growth of 5.1% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 495,000 jobs in 2035. It expects about 27,000 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many penetration testers are there in the U.S.?

About 435,000 people in the U.S., roughly 0.28% of all workers (BLS, May 2025). That makes it the 94th largest of the 796 jobs on this site. BLS expects about 495,000 in 2035.

What training do penetration testers need?

O*NET rates the job at level 4 of 5 for preparation, which usually means: bachelor's degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

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:

  • Get strong at the parts of the job that stay with people (listed above), which take 8h of a typical shift
  • Tools employers list: UNIX, Structured query language SQL, Splunk Enterprise, Python, Oracle Java
What other jobs could penetration testers move into?

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:

  • Information Security Engineers (17m touched, $117k median pay)
  • Information Security Analysts (4h 17m touched, $129k median pay)
  • Software Quality Assurance Analysts and Testers (3h 26m touched, $104k median pay)
  • Computer Systems Analysts (3h 6m touched, $106k median pay)
  • Computer Systems Engineers/Architects (3h 7m touched, $117k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 22 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.

Tools in demand

  • UNIX
  • Structured query language SQL
  • Splunk Enterprise
  • Python
  • Oracle Java
  • Microsoft PowerShell
  • Microsoft Azure software
  • Linux

Also called

Application Security Assessor, Application Security Hacker, Application Security Tester, Certified Hacker, Certified Tester, Consulting Advisory Tester, Cyber Assessment Tester, Cyber Assessor, Cyber Security Engineer, Cyber Security Tester, Cyber Tester, Cybersecurity Engineer (Cyber Engineer), Embedded Tester, Ethical Hacker