Automation index
How much of a Penetration tester’s job can AI already do?
A scan and a template report come earlier. Finding the weird chain, and not taking production down, do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Penetration tester
26%
AI can already do 26% of this job.
#207 / 623
View rankingPenetration tester
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Recon, scans and enumeration.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 42% | +8.4 |
Write the report, evidence and CVSS.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 38% | +6.8 |
Exploit with judgment and not break the business.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Debrief with the client and retest.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 15% | +2.4 |
Choose scope, rules and what is off limits.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
Research 0-days, labs and keep the craft.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
| Total | 100% | 25% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Recon, scans and enumeration
- Write the report, evidence and CVSS
- Debrief with the client and retest
- Choose scope, rules and what is off limits
- Research 0-days, labs and keep the craft
- pentester
- ethical hacker
- pentest
Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2529
IS WORK OVER?
Software architect
24%
#258 / 623
View rankingSoftware architect
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Diagrams, ADRs and proofs of concept.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 40% | +7.2 |
Review PRs, APIs and boundaries.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Team, product and trade-offs.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 22% | +4 |
Big incidents and technical debt.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Security, cost and observability.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 16% | +2.6 |
Not designing a castle nobody can run.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 24% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- write code
- programming
- software development
- coding
- debug code
- building plans
- renders
- sign a project
- Diagrams, ADRs and proofs of concept
- Review PRs, APIs and boundaries
Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2511