Question Analysis

While investigating process creation logs on a Linux device, you observe a privileged hardware interrogation step used to reveal virtualization details. Which utility was invoked?

31dad7ad-2286-4c02-ae92-274418c85fec
Question ID
20/23
Models Correct
1
Valid Answer
87%
Success Rate
Reference Answer

Human-validated correct answer for this question

dmidecode
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
dmidecode
DeviceProcessEvents | where ActionType == "ProcessCreated" | where AccountName == "root" | where FileName in ("virt-what", "dmidecode", "systemd-detect-virt", "lshw") | project Timestamp, DeviceName, FileName, ProcessCommandLine, AccountName
Correct
1
25.16s
0.0136
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0111
gpt-4-turbo-2024-04-09
dmidecode
DeviceProcessEvents | where ProcessCommandLine contains 'dmidecode' | project DeviceName, InitiatingProcessAccountName, ProcessCommandLine, ProcessCreationTime
Correct
1
12.65s
0.0910
gpt-4.1
dmidecode
DeviceProcessEvents | where FileName in~ ("dmidecode", "lshw", "lscpu", "lspci", "systemd-detect-virt", "virt-what", "dmesg", "hostnamectl") | project TimeGenerated, DeviceName, FileName, ProcessCommandLine, AccountName, InitiatingProcessAccountName, ProcessTokenElevation | sort by TimeGenerated desc
Correct
2
10.77s
0.0232
gpt-4.1-finetuned
dmidecode
// Query to detect if a privileged hardware interrogation utility is invoked union DeviceProcessEvents, DeviceNetworkEvents, DeviceFileEvents, DeviceEvents | where ActionType == "ProcessCreated" // Focus on process creation events | where ProcessCommandLine contains "lscpu" // Looking for 'lscpu' command specifically // Optionally narrow to execute as root (UID 0) or Sudo users -- for example: // | where InitiatingProcessAccountName =~ "root" or InitiatingProcessCommandLine contains "/usr/bin/sudo" | project-reorder Timestamp, DeviceName, InitiatingProcessAccountUpn, InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessParentFileName, InitiatingProcessParentCreationTime | summarize eventCount = count(), earliestEvent = min(Timestamp), latestEvent = max(Timestamp) by bin(Timestamp, 1d), DeviceName, InitiatingProcessAccountUpn, InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessParentFileName, InitiatingProcessParentCreationTime | order by eventCount desc
Correct
1
15.50s
0.0177
gpt-4.1-mini
No answer provided
No query generated
Incorrect
5
0.00s
0.0073
gpt-4.1-nano
dmidecode
DeviceProcessEvents | where FileName in ('dmidecode', 'lshw', 'systeminfo', 'biosdecode', 'xxd') | project TimeGenerated, DeviceName, ProcessId, FileName, ProcessCommandLine | order by TimeGenerated desc
Correct
1
2.05s
0.0005
gpt-4o
dmidecode
DeviceProcessEvents | where InitiatingProcessCommandLine has_any ('lscpu', 'dmidecode', 'virt-what') or FileName has_any ('lscpu', 'dmidecode', 'virt-what') | project InitiatingProcessCommandLine, FileName, InitiatingProcessCreationTime, DeviceName, ProcessId
Correct
1
6.58s
0.0382
gpt-5-high
dmidecode
let virtualization_utils = dynamic(["dmidecode","systemd-detect-virt","virt-what","lshw","lscpu","hostnamectl"]); DeviceProcessEvents | join kind=inner (DeviceInfo | where OSPlatform == "Linux" | project DeviceId) on DeviceId | where tolower(FileName) in (virtualization_utils) or ProcessCommandLine has_any (virtualization_utils) | where AccountName =~ "root" or ProcessTokenElevation =~ "Elevated" | extend UtilityInvoked = tolower( case( FileName in~ ("dmidecode","systemd-detect-virt","virt-what","lshw","lscpu","hostnamectl"), FileName, ProcessCommandLine has "dmidecode", "dmidecode", ProcessCommandLine has "systemd-detect-virt", "systemd-detect-virt", ProcessCommandLine has "virt-what", "virt-what", ProcessCommandLine has "lshw", "lshw", ProcessCommandLine has "lscpu", "lscpu", ProcessCommandLine has "hostnamectl", "hostnamectl", "unknown" )) | summarize Executions=count(), FirstSeen=min(TimeGenerated), LastSeen=max(TimeGenerated) by DeviceName, UtilityInvoked | order by Executions desc, LastSeen desc
Correct
1
55.87s
0.0435
gpt-5-mini-high
dmidecode
DeviceProcessEvents | where isnotempty(ProcessCommandLine) or isnotempty(FileName) // Normalize a command string to pick the best source | extend cmdSource = iff(isnotempty(ProcessCommandLine), ProcessCommandLine, FileName) // Get the first token from the commandline (the invoked binary) and/or basename from FileName | extend invokedRaw = tostring(split(cmdSource, " ")[0]) | extend invoked = tolower(iff(isnotempty(FileName), extract(@"([^\\/]+)$", 1, FileName), invokedRaw)) // Look for common Linux virtualization/hardware interrogation utilities (dmidecode is the most-common privileged one) | where invoked has_any ("dmidecode", "systemd-detect-virt", "lscpu", "lshw", "cpuid", "lspci", "virt-what") // Flag likely-elevated runs (root account or sudo in commandline) | extend isElevated = tostring(AccountName) == "root" or tostring(InitiatingProcessAccountName) == "root" or tolower(cmdSource) contains "sudo" | project TimeGenerated, DeviceName, DeviceId, invoked, FileName, ProcessCommandLine, AccountName, InitiatingProcessAccountName, ProcessId, InitiatingProcessId, isElevated | order by TimeGenerated desc | limit 500
Correct
1
24.40s
0.0061
gpt-5-mini-low
dmidecode
// NOTE: Do not hardcode a time filter here; set the timerange in the portal/timepicker when running the query let utils = dynamic(["dmidecode","virt-what","systemd-detect-virt","lshw","lspci","dmesg","lsmod","/proc/cpuinfo","grep -i hypervisor","cpuid"]); DeviceProcessEvents | where isnotempty(ProcessCommandLine) or isnotempty(FileName) // Filter for known virtualization/hardware-interrogation utilities (case-insensitive) | where ( tolower(ProcessCommandLine) contains "dmidecode" or tolower(FileName) contains "dmidecode" or tolower(ProcessCommandLine) contains "virt-what" or tolower(FileName) contains "virt-what" or tolower(ProcessCommandLine) contains "systemd-detect-virt" or tolower(FileName) contains "systemd-detect-virt" or tolower(ProcessCommandLine) contains "lshw" or tolower(FileName) contains "lshw" or tolower(ProcessCommandLine) contains "lspci" or tolower(FileName) contains "lspci" or tolower(ProcessCommandLine) contains "dmesg" or tolower(FileName) contains "dmesg" or tolower(ProcessCommandLine) contains "lsmod" or tolower(FileName) contains "lsmod" or tolower(ProcessCommandLine) contains "/proc/cpuinfo" or tolower(ProcessCommandLine) contains "grep -i hypervisor" or tolower(ProcessCommandLine) contains "cpuid" or tolower(FileName) contains "cpuid" ) | extend Utility = case( tolower(ProcessCommandLine) contains "dmidecode" or tolower(FileName) contains "dmidecode", "dmidecode", tolower(ProcessCommandLine) contains "virt-what" or tolower(FileName) contains "virt-what", "virt-what", tolower(ProcessCommandLine) contains "systemd-detect-virt" or tolower(FileName) contains "systemd-detect-virt", "systemd-detect-virt", tolower(ProcessCommandLine) contains "lshw" or tolower(FileName) contains "lshw", "lshw", tolower(ProcessCommandLine) contains "lspci" or tolower(FileName) contains "lspci", "lspci", tolower(ProcessCommandLine) contains "lsmod" or tolower(FileName) contains "lsmod", "lsmod", tolower(ProcessCommandLine) contains "dmesg" or tolower(FileName) contains "dmesg", "dmesg", tolower(ProcessCommandLine) contains "/proc/cpuinfo" or tolower(ProcessCommandLine) contains "grep -i hypervisor", "/proc/cpuinfo/grep", tolower(ProcessCommandLine) contains "cpuid" or tolower(FileName) contains "cpuid", "cpuid", "other") // Summary: how many times each utility was invoked, last seen per device | summarize Count = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by Utility, DeviceName, DeviceId | order by LastSeen desc | limit 50 // To also see detailed recent events for matched utilities, uncomment the following block or run it separately: // DeviceProcessEvents // | where <same filter as above> // | extend Utility = <same case(...) statement> // | project TimeGenerated, DeviceName, DeviceId, AccountName, AccountDomain = AccountDomain, FileName, ProcessId, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName, Utility // | order by TimeGenerated desc // | take 50
Correct
2
46.52s
0.0110
gpt-5-mini-medium
dmidecode
// Search for process creations on Linux devices that match common virtualization interrogation utilities let tools = dynamic(["dmidecode","virt-what","systemd-detect-virt","lscpu","lspci","/proc/cpuinfo","cat /proc/cpuinfo","dmesg","lsmod","virsh","virt-what","hostnamectl","egrep -i virtual|hypervisor|kvm|vmware|vbox"]); DeviceProcessEvents | where TimeGenerated between (startofday(ago(30d)) .. now()) // join to DeviceInfo to ensure Linux OSPlatform or distribution | join kind=inner ( DeviceInfo | where tostring(OSPlatform) =~ "Linux" or tostring(OSDistribution) =~ "Ubuntu" or tostring(OSDistribution) =~ "CentOS" or tostring(OSDistribution) =~ "Debian" or tostring(OSDistribution) =~ "RHEL" or OSDistribution contains "Linux" | project DeviceId, DeviceName, OSPlatform, OSDistribution ) on DeviceId | where ActionType == "ProcessCreated" or ProcessCommandLine != "" | where ( // search in FileName and ProcessCommandLine for known utility names or patterns (FileName has_any ("dmidecode","virt-what","systemd-detect-virt","lscpu","lspci","dmesg","lsmod","virsh","hostnamectl","egrep")) or (ProcessCommandLine has_any ("dmidecode","virt-what","systemd-detect-virt","lscpu","lspci","/proc/cpuinfo","cat /proc/cpuinfo","dmesg","lsmod","virsh","hostnamectl","egrep")) ) | extend MatchedTool = case( ProcessCommandLine has "dmidecode" or FileName has "dmidecode","dmidecode", ProcessCommandLine has "virt-what" or FileName has "virt-what","virt-what", ProcessCommandLine has "systemd-detect-virt" or FileName has "systemd-detect-virt","systemd-detect-virt", ProcessCommandLine has "lscpu" or FileName has "lscpu","lscpu", ProcessCommandLine has "lspci" or FileName has "lspci","lspci", ProcessCommandLine has "/proc/cpuinfo" or ProcessCommandLine has "cat /proc/cpuinfo" or FileName has "cpuinfo","/proc/cpuinfo", ProcessCommandLine has "dmesg" or FileName has "dmesg","dmesg", ProcessCommandLine has "lsmod" or FileName has "lsmod","lsmod", ProcessCommandLine has "virsh" or FileName has "virsh","virsh", ProcessCommandLine has "hostnamectl" or FileName has "hostnamectl","hostnamectl", ProcessCommandLine has "egrep" or FileName has "egrep","egrep", "other") | summarize Count = count(), Examples = make_list(pack("TimeGenerated", TimeGenerated, "DeviceName", DeviceName, "Account", InitiatingProcessAccountName, "FileName", FileName, "ProcessCommandLine", ProcessCommandLine), 10) by MatchedTool | order by Count desc | where Count > 0
Correct
1
16.44s
0.0057
gpt-5-nano-high
dmidecode
DeviceProcessEvents | where TimeGenerated >= ago(1d) | extend CmdTool = InitiatingProcessCommandLine | extend UtilityFromCmd = extract("(dmidecode|systemd-detect-virt|virt-what|lshw|lscpu|hwinfo)", 1, CmdTool) | extend Utility = iff(InitiatingProcessFileName in ('dmidecode','systemd-detect-virt','virt-what','lshw','lscpu','hwinfo'), InitiatingProcessFileName, UtilityFromCmd) | where isnotempty(Utility) | project TimeGenerated, DeviceName, DeviceId, Utility, InitiatingProcessFileName, InitiatingProcessCommandLine | summarize Count = count() by Utility, DeviceName, DeviceId, InitiatingProcessFileName, InitiatingProcessCommandLine, TimeGenerated | order by TimeGenerated desc
Correct
1
57.97s
0.0037
gpt-5-nano-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0089
grok-3-beta
dmidecode
DeviceProcessEvents | join kind=inner DeviceInfo on DeviceId | where OSPlatform == 'Linux' | where ProcessCommandLine has 'dmidecode' or ProcessCommandLine has 'virt-what' or ProcessCommandLine has 'lscpu' or FileName has 'dmidecode' or FileName has 'virt-what' or FileName has 'lscpu' | project TimeGenerated, DeviceName, FileName, ProcessCommandLine, FolderPath, ProcessId, DeviceId | order by TimeGenerated desc | limit 50
Correct
3
24.02s
0.0918
grok-3-mini-beta
dmidecode
DeviceProcessEvents | join kind=inner (DeviceInfo | where OSPlatform == "Linux") on DeviceId | where ProcessCommandLine has_any ("dmidecode", "lshw", "lscpu", "virt-what") | summarize Utilities = make_set(FileName) by DeviceId | project Utilities
Correct
1
18.89s
0.0015
o1-high
dmidecode
DeviceProcessEvents | where ActionType == "ProcessCreated" | where FileName =~ "dmidecode" or ProcessCommandLine contains "dmidecode" | where DeviceId in (DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId) | project TimeGenerated, DeviceId, DeviceName, FileName, ProcessCommandLine, InitiatingProcessCommandLine, AccountName, AccountDomain, LogonId | order by TimeGenerated desc
Correct
2
30.23s
0.3680
o1-low
dmidecode
DeviceInfo | where OSPlatform == "Linux" | summarize arg_max(TimeGenerated, *) by DeviceId | join kind=inner ( DeviceProcessEvents | where ActionType == "ProcessCreated" | where FileName =~ "dmidecode" or ProcessCommandLine has "dmidecode" ) on DeviceId | project TimeGenerated, DeviceName, FileName, ProcessCommandLine, InitiatingProcessCommandLine, AccountName, FolderPath
Correct
1
23.45s
0.3119
o3-high
dmidecode
// Identify the privileged utility used to interrogate hardware/virtualization details on Linux devices let TimeRange = 1d; // This will be overwritten by the workbook / function caller let startTime = ago(TimeRange); let linuxDevices = DeviceInfo | where TimeGenerated >= startTime | where OSPlatform =~ "Linux" | distinct DeviceId; DeviceProcessEvents | where TimeGenerated >= startTime | where DeviceId in (linuxDevices) | where ActionType == "ProcessCreated" // dmidecode requires root privileges and is commonly used to disclose virtualization information | where FileName =~ "dmidecode" or ProcessCommandLine has "dmidecode" | project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, MD5, SHA256 | sort by TimeGenerated desc
Correct
1
48.08s
0.0424
o3-mini-high
dmidecode
DeviceProcessEvents | where ProcessCommandLine contains "dmidecode" or InitiatingProcessCommandLine contains "dmidecode" | project TimeGenerated, DeviceName, ProcessId, FileName, ProcessCommandLine, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
1
21.60s
0.0217
o3-mini-low
dmidecode
DeviceProcessEvents | where ProcessCommandLine contains "dmidecode" or InitiatingProcessCommandLine contains "dmidecode" | project TimeGenerated, DeviceName, ProcessCommandLine, InitiatingProcessCommandLine, FileName | order by TimeGenerated desc
Correct
1
15.30s
0.0211
o4-mini-high
dmidecode
// Identify Linux devices let LinuxDevices = DeviceInfo | where OSPlatform has "Linux" or OSDistribution has "linux" | distinct DeviceId; // Find dmidecode invocations on those Linux devices DeviceProcessEvents | where DeviceId in (LinuxDevices) and (FileName == "dmidecode" or ProcessCommandLine has "dmidecode") | project TimeGenerated, DeviceName, FileName, ProcessCommandLine, InitiatingProcessFileName, AccountName | sort by TimeGenerated desc
Correct
1
27.28s
0.0156
o4-mini-low
dmidecode
let LinuxDevices = DeviceInfo | where OSPlatform contains "linux" | distinct DeviceId; DeviceProcessEvents | where DeviceId in (LinuxDevices) | where ProcessCommandLine contains "dmidecode" | project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine
Correct
1
32.12s
0.0139