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Automated penetration testing uses software to assess systems within an authorized scope.
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NIST SP 800-115 describes phases for security testing, while recent research evaluates language-model agents on benchmark penetration-testing tasks.
NIST SP 800-115 provides technical security testing guidance organized around planning, discovery, attack and reporting. Recent LLM penetration-testing papers propose agents and evaluate them on benchmarks; results are specific to tested targets and tools. They do not prove continuous deployment, reliable interpretation of arbitrary tool output, or safe operation beyond authorized targets. As a conceptual diagram for planning a bounded test, an attack graph can represent possible system states as nodes and permitted test transitions or exploits as edges. This is an explanatory modeling choice in this guide, not a result attributed to the cited benchmark. NIST describes target-vulnerability validation techniques, including penetration testing, as ways to corroborate suspected vulnerabilities in the authorized target environment. MITRE ATT&CK separately labels Initial Access, Privilege Escalation and Lateral Movement as enterprise tactics; these can illustrate a possible attack chain but do not define every test sequence.
NIST describes planning, discovery, attack and reporting phases for technical security assessments.
A planner in a research agent can choose a next test action based on goals and state.
A benchmark study evaluates LLM-based penetration-testing performance on specific tasks.
Explicit authorization and scope define which systems a test is permitted to assess.
Agent-based testing is an area of research. Any use should remain authorized, bounded and reviewed; claims about effectiveness or deployment need evidence from the named system and test setting.
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Automated penetration testing uses software to assess systems within an authorized scope. NIST SP 800-115 describes phases for security testing, while recent research evaluates language-model agents on benchmark penetration-testing tasks.
NIST SP 800-115 describes planning, discovery, attack and reporting phases for technical security testing. This does not claim AI makes testing continuous or replaces annual assessments.
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NIST describes target-vulnerability validation techniques, including penetration testing, as ways to corroborate the existence of vulnerabilities. A finding should be interpreted within the authorized test environment and method.
MITRE ATT&CK names Initial Access, Privilege Escalation and Lateral Movement as separate enterprise tactics. This sequence illustrates how steps can be chained; it is not a claim that every penetration test follows the same path.
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