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A/KAI Kills What?

Task // O*NET task

Very high exposure · 1 occupations · 0 evidence

Prepare and submit reports describing the results of security fixes.

Prepare and submit reports describing the results of security fixes.

Task automation exposure

85/100

Very high exposure

Exposure basis

[v4/median] score 85 (raw 85 | A 85 / B 85 / C 85 | modality: other) AI tools can automatically generate structured, professional-quality penetration test reports from raw scan data and vulnerability findings, handling formatting, executive summaries, and technical details with high accuracy, though final human review is often preferred for contex (capable: LLM-based report generation tools (e.g., integrated into Burp Suite, Nessus, or custom LLM pipelines))

0 capabilities · 1 occupations

Basis

How exposure was assessed

[v4/median] score 85 (raw 85 | A 85 / B 85 / C 85 | modality: other) AI tools can automatically generate structured, professional-quality penetration test reports from raw scan data and vulnerability findings, handling formatting, executive summaries, and technical details with high accuracy, though final human review is often preferred for contex (capable: LLM-based report generation tools (e.g., integrated into Burp Suite, Nessus, or custom LLM pipelines))

Automation exposure85/100

How much of this task's output current AI can produce or substantially assist.

Strongest applicable capability0/100

Best current model strength on any capability this task requires.

This is an assessment of technical feasibility plus published evidence - not a forecast. Even fully automatable tasks are often not automated, because of cost, verification, liability, regulation or the fact that the task is bundled with other work.

Occupations

Occupations that perform this task (1)

Importance is the O*NET-style weight of this task within each occupation. The same task can be highly exposed but peripheral to one job and core to another.

Occupations performing Prepare and submit reports describing the results of security fixes., with task importance and exposure.
OccupationIndustryImportanceRoleOccupation AI exposure
Penetration TestersCross-industry4.1/5core-

Evidence

Evidence (0)

No evidence item is mapped to this specific task yet. The exposure figure above rests on the v1 editorial baseline and on the capability assessment, and should be treated as low-confidence. Pages with fewer than 0 evidence items are excluded from sitemaps.