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
7/23
Models Correct
1
Valid Answer
30%
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 |
gpt-5-high | systemctl --type=service | let linux_devices = DeviceInfo
| where OSPlatform =~ "Linux"
| project DeviceId, DeviceName, OSPlatform, MachineGroup;
DeviceProcessEvents
| where ActionType == "ProcessCreated"
| join kind=inner (linux_devices) on DeviceId
| where
(
// systemctl variants that list services
(tolower(FileName) == "systemctl" and (
ProcessCommandLine has "list-units"
or ProcessCommandLine has "list-unit-files"
or ProcessCommandLine has "--type=service"
or ProcessCommandLine has "-t service"
or ProcessCommandLine has "--type service"
or ProcessCommandLine has " -a" // default action (list-units) with all
or ProcessCommandLine has " --all"
))
or
// SysV service enumeration
(tolower(FileName) == "service" and ProcessCommandLine has "--status-all")
or
// chkconfig list
(tolower(FileName) == "chkconfig" and ProcessCommandLine has "--list")
or
// Upstart list
(tolower(FileName) == "initctl" and ProcessCommandLine has "list")
or
// OpenRC
(tolower(FileName) == "rc-update" and ProcessCommandLine has "show")
or
(tolower(FileName) == "rc-service" and (ProcessCommandLine has " -l" or ProcessCommandLine has " --list"))
or
(tolower(FileName) == "rc-status")
or
// runit
(tolower(FileName) == "sv" and ProcessCommandLine has "status")
)
| extend MatchHint = case(
tolower(FileName) == "systemctl" and ProcessCommandLine has "list-units", "systemctl list-units",
tolower(FileName) == "systemctl" and ProcessCommandLine has "list-unit-files", "systemctl list-unit-files",
tolower(FileName) == "systemctl" and (ProcessCommandLine has "--type=service" or ProcessCommandLine has "-t service" or ProcessCommandLine has "--type service"), "systemctl --type=service",
tolower(FileName) == "systemctl" and (ProcessCommandLine has " -a" or ProcessCommandLine has " --all"), "systemctl -a/--all",
tolower(FileName) == "service" and ProcessCommandLine has "--status-all", "service --status-all",
tolower(FileName) == "chkconfig" and ProcessCommandLine has "--list", "chkconfig --list",
tolower(FileName) == "initctl" and ProcessCommandLine has "list", "initctl list",
tolower(FileName) == "rc-update" and ProcessCommandLine has "show", "rc-update show",
tolower(FileName) == "rc-service" and (ProcessCommandLine has " -l" or ProcessCommandLine has " --list"), "rc-service -l/--list",
tolower(FileName) == "rc-status", "rc-status",
tolower(FileName) == "sv" and ProcessCommandLine has "status", "sv status",
"other")
| project Timestamp, DeviceName, AccountName, AccountUpn, FileName, ProcessCommandLine, MatchHint, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessId, InitiatingProcessId, MachineGroup
| order by Timestamp desc | Correct | 1 | 136.61s | 0.0722 |
gpt-5-mini-high | systemctl --type=service | // Search for common Linux service enumeration commands across process events and device events
let service_patterns = dynamic([
"systemctl list-units",
"systemctl --type=service",
"systemctl status",
"service --status-all",
"ls /etc/init.d",
"chkconfig --list",
"svcs -a",
"rcsvcs -a",
"systemctl list-units --type=service",
"service --status-all 2>&1",
"systemctl --all",
"systemctl --type=service --all",
"systemctl list-unit-files",
"systemctl --failed"
]);
// DeviceProcessEvents (recommended for process command lines)
let dpe = DeviceProcessEvents
| where TimeGenerated >= ago(30d)
| where isnotempty(ProcessCommandLine)
| where FileName has_any ("systemctl","service","chkconfig","svcs","rcsvcs","ls","systemctl")
| where array_length(service_patterns) == array_length(service_patterns) or true
| where (
ProcessCommandLine has "systemctl" or
ProcessCommandLine has "service --status-all" or
ProcessCommandLine has "/etc/init.d" or
ProcessCommandLine has "chkconfig" or
ProcessCommandLine has "svcs -a" or
ProcessCommandLine has "rcsvcs -a"
)
| extend Command = ProcessCommandLine, Account = tostring(AccountName)
| project TimeGenerated, DeviceName, FileName, ProcessId, Command, Account, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessCreationTime, ReportId, TenantId
;
// DeviceEvents may also contain process command lines
let de = DeviceEvents
| where TimeGenerated >= ago(30d)
| where isnotempty(ProcessCommandLine)
| where ProcessCommandLine has_any ("systemctl","service","chkconfig","svcs","rcsvcs","/etc/init.d","ls /etc/init.d")
| extend Command = ProcessCommandLine, Account = tostring(AccountName)
| project TimeGenerated, DeviceName, FileName, ProcessId, Command, Account, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessCreationTime, ReportId, TenantId
;
// Union results and deduplicate by Command + Device + ProcessId
union dpe, de
| sort by TimeGenerated desc
| extend match = case(
Command has "systemctl", "systemctl",
Command has "service --status-all", "service",
Command has "/etc/init.d", "init.d",
Command has "chkconfig", "chkconfig",
Command has "svcs", "svcs",
Command has "rcsvcs", "rcsvcs",
Command has "launchctl", "launchctl",
"other")
| summarize FirstSeenUtc = min(TimeGenerated), LastSeenUtc = max(TimeGenerated), count() by Command, DeviceName, FileName, ProcessId, Account, InitiatingProcessFileName, InitiatingProcessCommandLine
| sort by LastSeenUtc desc
| project LastSeenUtc, FirstSeenUtc, DeviceName, FileName, ProcessId, Account, Command, InitiatingProcessFileName, InitiatingProcessCommandLine, count_
| take 200
| Correct | 1 | 20.90s | 0.0076 |
gpt-5-mini-low | systemctl --type=service | let linuxDevices = DeviceInfo
| where isnotempty(DeviceId)
| where tolower(tostring(OSPlatform)) contains "linux"
or tolower(tostring(OSDistribution)) contains "linux"
or tolower(tostring(OSVersionInfo)) contains "linux"
| distinct DeviceId;
let procEvents = union
(
DeviceProcessEvents
| project TimeGenerated, DeviceId, DeviceName, AccountName, AccountDomain=AccountDomain, FileName, ProcessId, ProcessCreationTime, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessId, InitiatingProcessCommandLine, InitiatingProcessAccountName, InitiatingProcessAccountDomain, ReportId
),
(
DeviceEvents
| project TimeGenerated, DeviceId, DeviceName, AccountName, AccountDomain=AccountDomain, FileName, ProcessId=ProcessId, ProcessCreationTime=ProcessCreationTime, ProcessCommandLine=ProcessCommandLine, InitiatingProcessFileName=InitiatingProcessFileName, InitiatingProcessId=InitiatingProcessId, InitiatingProcessCommandLine=InitiatingProcessCommandLine, InitiatingProcessAccountName=InitiatingProcessAccountName, InitiatingProcessAccountDomain=InitiatingProcessAccountDomain, ReportId
);
procEvents
| where DeviceId in (linuxDevices)
| where isnotempty(ProcessCommandLine)
| extend CommandLine = trim(" '\"`", tostring(ProcessCommandLine))
| extend lcmd = tolower(CommandLine)
| where lcmd contains "systemctl"
or lcmd contains "service --status-all"
or lcmd contains "/etc/init.d"
or lcmd contains "chkconfig"
or lcmd contains "initctl"
or lcmd contains "list-units"
or lcmd contains "list-unit-files"
or lcmd contains "--type=service"
or (lcmd contains "ps aux" and lcmd contains "grep")
or (lcmd contains "ps -ef" and lcmd contains "grep")
or lcmd contains "rc-service"
or lcmd contains "rc-status"
or lcmd contains "svcadm"
or lcmd contains "ss -ltnp"
or lcmd contains "ss -tulpn"
or lcmd contains "netstat -tuln"
or lcmd contains "/sbin/service"
| summarize Count = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), Devices = make_set(DeviceName, 20), DeviceIds = make_set(DeviceId, 20), Accounts = make_set(AccountName, 20), AnyProcessId = any(ProcessId), AnyFile = any(FileName), AnyInitiatingProcess = any(InitiatingProcessFileName) by CommandLine
| sort by LastSeen desc
| limit 500 | Correct | 5 | 97.28s | 0.0252 |
gpt-5-mini-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0196 |
gpt-5-nano-high | sh -c "systemctl status himdsd 1>/dev/null 2>&1" | DeviceProcessEvents
| where (
InitiatingProcessCommandLine contains_cs "systemctl" or InitiatingProcessCommandLine contains_cs "service" or
ProcessCommandLine contains_cs "systemctl" or ProcessCommandLine contains_cs "service" or
InitiatingProcessFileName contains_cs "systemctl" or InitiatingProcessFileName contains_cs "service" or
FileName contains_cs "systemctl" or FileName contains_cs "service"
)
| where (
InitiatingProcessCommandLine contains_cs "list-units" or InitiatingProcessCommandLine contains_cs "list-unit-files" or InitiatingProcessCommandLine contains_cs "--status-all" or
ProcessCommandLine contains_cs "list-units" or ProcessCommandLine contains_cs "list-unit-files" or ProcessCommandLine contains_cs "--status-all" or
InitiatingProcessFileName contains_cs "systemctl" or FileName contains_cs "systemctl"
)
| extend FullCommand = coalesce(InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessFileName, FileName)
| project TimeGenerated, DeviceName, DeviceId, InitiatingProcessId, InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessFileName, FileName, FullCommand
| sort by TimeGenerated desc
| take 100 | Incorrect | 2 | 57.02s | 0.0039 |
gpt-5-nano-medium | sh -c "systemctl status himdsd 1>/dev/null 2>&1" | DeviceProcessEvents
| where isnotempty(InitiatingProcessCommandLine) or isnotempty(ProcessCommandLine)
| extend CmdLine = tostring(coalesce(InitiatingProcessCommandLine, ProcessCommandLine))
| where CmdLine contains "systemctl" or CmdLine contains "service"
| where CmdLine contains "systemctl list-units" or CmdLine contains "systemctl list-unit-files" or CmdLine contains "systemctl list-units --type=service" or CmdLine contains "systemctl list-units -t service" or CmdLine contains "systemctl status" or CmdLine contains "systemctl list-unit-files" or CmdLine contains "service --status-all"
| project TimeGenerated, DeviceName, ProcessId, InitiatingProcessId, InitiatingProcessFileName, CmdLine, InitiatingProcessAccountDomain, InitiatingProcessAccountName, ProcessCommandLine, InitiatingProcessCreationTime, InitiatingProcessCommandLine
| sort by TimeGenerated desc | Incorrect | 2 | 86.75s | 0.0049 |
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-high | systemctl --type=service | // --------------- Service enumeration investigation (Linux) ---------------
// 1) Identify Linux endpoints so we do not pick up Windows service-related utilities
let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| project DeviceId;
// 2) Known utilities used to enumerate services on *nix systems
let svc_enum_utilities = dynamic(["systemctl","service","chkconfig","initctl","rc-service"]);
// 3) Common command-line phrases that indicate the intent is *listing* services
let svc_enum_phrases = dynamic([
"systemctl list", // systemd service listing
"systemctl --type=service",
"systemctl --all",
"service --status-all", // SysV-style listing
"service -e", // BusyBox variant
"chkconfig --list", // RHEL/CentOS
"initctl list", // Upstart
"rc-service -l", // OpenRC
"rc-service list" // OpenRC alternate
]);
DeviceProcessEvents
| where DeviceId in (LinuxDevices) // keep only Linux hosts
| where ActionType == "ProcessCreated" // process start events
| where FileName in~ (svc_enum_utilities) // executable of interest (case-insensitive)
or ProcessCommandLine has_any (svc_enum_phrases) // or explicit enumeration flags
// 4) Return the details the analyst cares about
| project TimeGenerated,
DeviceName,
AccountName,
FileName,
ProcessCommandLine, // <— full command that was run
InitiatingProcessAccountName,
InitiatingProcessCommandLine,
FolderPath,
ProcessId,
InitiatingProcessFileName,
InitiatingProcessId,
SHA256,
ReportId
| order by TimeGenerated desc | Correct | 2 | 68.63s | 0.0662 |
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 |