Question Analysis
An analyst suspects a user or script ran a service enumeration command on a Linux system. Review process events to find the service-listing invocation and specify the full command that was executed.
f4b26bce-4c2c-46c0-bcc5-fce062d38bef
Question ID
3/16
Models Correct
1
Valid Answer
19%
Success Rate
Reference Answer
Human-validated correct answer for this question
systemctl --type=service
Model Performance Comparison
See how different AI models performed on this question
| Model | Answer | KQL Query | Status | Attempts | Time | Cost |
|---|---|---|---|---|---|---|
| gemini-2.5-flash-preview-04-17 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0369 |
| gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0111 |
| gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.2307 |
| gpt-4.1 | bash -c 'if [ "$(uname)" = 'FreeBSD' ]; then service -e; else systemctl --type=service; fi;' | DeviceProcessEvents
| where ActionType == 'ProcessCreated'
| where ProcessCommandLine has_any ('systemctl list-units', 'systemctl --type=service', 'service --status-all', 'initctl list', 'rc-status', 'chkconfig --list')
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, FileName, InitiatingProcessAccountName
| order by TimeGenerated desc | Correct | 1 | 7.14s | 0.0133 |
| gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0457 |
| gpt-4.1-mini | systemctl status himdsd | DeviceProcessEvents
| where ProcessCommandLine has_any ("systemctl", "service", "ps", "netstat", "ss", "chkconfig", "systemd")
| where Timestamp between (startofday(ago(30d)) .. endofday(now()))
| project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, ProcessCreationTime
| order by TimeGenerated desc
| take 50 | Incorrect | 3 | 28.98s | 0.0082 |
| gpt-4.1-nano | ps aux or ps -ef | DeviceProcessEvents
| where ProcessCommandLine has_any ('systemctl list-units', 'service --status-all', 'ps aux', 'ps -ef')
| project TimeGenerated, DeviceName, InitiatingProcessFileName, ProcessCommandLine
| order by TimeGenerated desc | Incorrect | 1 | 2.68s | 0.0008 |
| gpt-4o | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0598 |
| grok-3-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0879 |
| grok-3-mini-beta | systemctl --type=service | DeviceProcessEvents
| where ProcessCommandLine has_any('service', 'systemctl', 'list-units')
| join kind=inner (DeviceInfo | where OSPlatform == 'Linux' | project DeviceId) on DeviceId
| summarize arg_max(TimeGenerated, *) by ProcessCommandLine
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
| order by TimeGenerated desc
| take 100 | Correct | 4 | 35.98s | 0.0079 |
| o1-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.7628 |
| o1-low | systemctl --type=service | DeviceProcessEvents
| where DeviceId in (DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId)
| where FileName in~ ("service", "systemctl", "initctl", "chkconfig", "rc-update")
or ProcessCommandLine has_any ("systemctl list", "list-units", "--status-all", "initctl list", "chkconfig", "rc-update")
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, FolderPath, SHA256, InitiatingProcessCommandLine
| order by TimeGenerated desc | Correct | 2 | 58.03s | 0.6394 |
| o3-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0490 |
| o3-mini-low | bash | DeviceProcessEvents
| where isnotempty(ProcessCommandLine)
| where ProcessCommandLine matches regex @'.*(systemctl\s+list-units|service\s+--status-all|chkconfig).*'
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
| order by TimeGenerated desc
| limit 100 | Incorrect | 1 | 59.18s | 0.0283 |
| o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0344 |
| o4-mini-low | systemctl status himdsd | let LinuxDevices = DeviceInfo
| where OSPlatform =~ "Linux"
| summarize by DeviceId;
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where ProcessCommandLine matches regex @"\b(systemctl|chkconfig|service|update-rc\.d)\b"
and ProcessCommandLine has_any ("list","status","--status-all")
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, InitiatingProcessAccountDomain, FileName, ProcessId, ProcessCommandLine
| order by TimeGenerated desc | Incorrect | 1 | 42.56s | 0.0144 |