Question Analysis
On a Windows host, investigate process events to find when Task Manager was launched via cmd with an unusual flag. What was the full command executed?
4fd35378-39aa-481e-b7c4-e3bf49375c67
Question ID
15/23
Models Correct
1
Valid Answer
65%
Success Rate
Reference Answer
Human-validated correct answer for this question
taskmgr.exe /7
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 | "cmd.exe" /c taskmgr.exe /7 | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where FileName =~ "taskmgr.exe"
| where InitiatingProcessFileName =~ "cmd.exe"
| project Timestamp, DeviceName, AccountName, InitiatingProcessCommandLine, ProcessCommandLine | Correct | 1 | 9.17s | 0.0047 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0109 |
gpt-4-turbo-2024-04-09 | "cmd.exe" /c taskmgr.exe /7 | DeviceProcessEvents
| where FileName == 'Taskmgr.exe' and InitiatingProcessFileName == 'cmd.exe'
| where ProcessCommandLine !contains '/s'
| project TimeGenerated, DeviceName, AccountName, InitiatingProcessCommandLine, ProcessCommandLine | Correct | 1 | 9.59s | 0.0504 |
gpt-4.1 | "cmd.exe" /c taskmgr.exe /7 | DeviceProcessEvents
| where FileName =~ "taskmgr.exe"
| where InitiatingProcessFileName =~ "cmd.exe"
| where ProcessCommandLine has_any("/", "-") and not(ProcessCommandLine has_any("/1", "/2", "/3", "/4", "/5", "/6"))
| project TimeGenerated, DeviceName, AccountName, InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessFileName | Correct | 1 | 6.24s | 0.0115 |
gpt-4.1-finetuned | cmd.exe /c taskmgr.exe /7 | DeviceProcessEvents
| where InitiatingProcessCommandLine has_any ("cmd.exe", "/")
| where ProcessCommandLine contains "taskmgr"
| extend weird_flag = iff(ProcessCommandLine has "@echo off", "false", "true")
| summarize by AccountName, AccountSid, DeviceId, DeviceName, InitCmd = InitiatingProcessCommandLine, Cmd = ProcessCommandLine, weird_flag
| order by Cmd asc nulls last | Correct | 3 | 30.70s | 0.0263 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0075 |
gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0016 |
gpt-4o | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0474 |
gpt-5-high | "cmd.exe" /c taskmgr.exe /7 | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where FileName =~ "taskmgr.exe" or ProcessCommandLine has_cs "taskmgr"
| where InitiatingProcessFileName =~ "cmd.exe"
// Require a switch after taskmgr (unusual because Task Manager is typically launched without flags)
| where ProcessCommandLine matches regex @"(?i)\btaskmgr(?:\.exe)?\b.*(?:^|\s)[-/][^\s\""]+"
// Extract one or more flags used with taskmgr
| extend Flags = extract_all(@"(?i)(?:^|\s)([-/][\w\.-]+)", ProcessCommandLine)
| project TimeGenerated, DeviceName, AccountName, InitiatingProcessCommandLine, FullCommand=ProcessCommandLine, Flags
| order by TimeGenerated asc | Correct | 1 | 91.43s | 0.0464 |
gpt-5-mini-high | "cmd.exe" /c taskmgr.exe /7 | let suspiciousRegex = @"(?i)\/(e\b|s\b|q\b|off\b|k\b|c\b)";
union DeviceProcessEvents, DeviceEvents
| where tolower(InitiatingProcessFileName) has "cmd"
and (tolower(FileName) == "taskmgr.exe" or tolower(ProcessCommandLine) has "taskmgr")
| extend InitiatingCommand = tostring(InitiatingProcessCommandLine), TargetCmd = tostring(ProcessCommandLine)
| extend SuspiciousFlagFound = (InitiatingCommand matches regex suspiciousRegex) or (TargetCmd matches regex suspiciousRegex)
| project TimeGenerated, DeviceName, AccountName, InitiatingProcessFileName, InitiatingCommand, FileName, TargetCmd, ProcessId, InitiatingProcessId, SuspiciousFlagFound
| sort by SuspiciousFlagFound desc, TimeGenerated desc
| limit 100 | Correct | 2 | 40.86s | 0.0096 |
gpt-5-mini-low | cmd.exe /c taskmgr.exe /7 | DeviceProcessEvents
| where FileName has_cs "taskmgr" or ProcessCommandLine has_cs "taskmgr"
| where InitiatingProcessFileName has_cs "cmd" or InitiatingProcessCommandLine has_cs "cmd"
| extend InitiatorCmdLine = tostring(InitiatingProcessCommandLine), TargetCmdLine = tostring(ProcessCommandLine)
// flag detection: look for typical slash/dash flags in the taskmgr command line or common cmd execution switches
| extend TargetHasFlag = iff(TargetCmdLine matches regex @"\s/[^ \t]+" or TargetCmdLine matches regex @"\s-[^\s]+", 1, 0)
| where TargetHasFlag == 1 or InitiatorCmdLine contains "/c" or InitiatorCmdLine contains "/k"
| project TimeGenerated, DeviceName, AccountName, InitiatingProcessAccountName, InitiatingProcessFileName, InitiatingProcessId, InitiatorCmdLine, FileName, ProcessId, TargetCmdLine, InitiatingProcessCreationTime, ProcessCreationTime
| order by TimeGenerated desc
| take 200 | Correct | 4 | 73.97s | 0.0142 |
gpt-5-mini-medium | "cmd.exe" /c taskmgr.exe /7 | // Find Task Manager (taskmgr.exe) launched where initiating process is cmd.exe (or contains cmd)
// Use DeviceProcessEvents primarily, fall back to DeviceEvents
let process_table = DeviceProcessEvents;
let event_table = DeviceEvents;
process_table
| where true
// Filter to Task Manager processes by filename or commandline
| where (tolower(FileName) has "taskmgr" ) or (tolower(ProcessCommandLine) has "taskmgr")
// Ensure initiating process exists and is cmd
| where (tolower(InitiatingProcessFileName) has "cmd") or (tolower(InitiatingProcessCommandLine) has "cmd") or (tolower(InitiatingProcessFileName) has "c:\\windows\\system32\\cmd.exe")
| project TimeGenerated, DeviceName, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessId, InitiatingProcessAccountName, FileName, ProcessCommandLine, ProcessId
| sort by TimeGenerated desc
| take 100
// Also check DeviceEvents for similar entries
| union (
event_table
| where true
| where (tolower(FileName) has "taskmgr") or (tolower(ProcessCommandLine) has "taskmgr") or (tolower(ProcessCommandLine) has "taskmgr.exe")
| where (tolower(InitiatingProcessFileName) has "cmd") or (tolower(InitiatingProcessCommandLine) has "cmd")
| project TimeGenerated, DeviceName, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessId=InitiatingProcessId, InitiatingProcessAccountName, FileName, ProcessCommandLine, ProcessId=ProcessId
| sort by TimeGenerated desc
| take 100
)
| sort by TimeGenerated desc
| top 50 by TimeGenerated
| Correct | 2 | 24.82s | 0.0062 |
gpt-5-nano-high | "cmd.exe" /c taskmgr.exe /7 taskmgr.exe /7 | DeviceProcessEvents
| where tolower(FileName) contains "taskmgr.exe" or tolower(ProcessCommandLine) contains "taskmgr.exe"
| where tolower(InitiatingProcessFileName) contains "cmd.exe" or tolower(InitiatingProcessCommandLine) contains "cmd"
| where ProcessCommandLine contains "/" // presence of a slash-delimited flag indicates an unusual flag
| project TimeGenerated, DeviceName, DeviceId, ProcessId, InitiatingProcessId, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessFolderPath, InitiatingProcessSessionId
| extend FullCommandExecuted = strcat(coalesce(InitiatingProcessCommandLine, ""), " ", coalesce(ProcessCommandLine, ""))
| sort by TimeGenerated desc | Correct | 1 | 39.93s | 0.0024 |
gpt-5-nano-medium | "cmd.exe" /c taskmgr.exe /7 | let TimeRange = 7d;
DeviceProcessEvents
| where TimeGenerated >= ago(TimeRange)
| where InitiatingProcessFileName == "cmd.exe"
| where tolower(InitiatingProcessCommandLine) contains "taskmgr"
| extend FullCommand = InitiatingProcessCommandLine
| project TimeGenerated, DeviceName, DeviceId, InitiatingProcessFileName, FullCommand, InitiatingProcessAccountDomain, InitiatingProcessAccountName, InitiatingProcessId, InitiatingProcessSessionId
| order by TimeGenerated desc | Correct | 1 | 36.29s | 0.0022 |
grok-3-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0885 |
grok-3-mini-beta | "cmd.exe" /c taskmgr.exe /7 | DeviceProcessEvents
| where FileName =~ 'taskmgr.exe'
| where InitiatingProcessFileName =~ 'cmd.exe'
| where ProcessCommandLine contains ' '
| project TimeGenerated, DeviceName, ProcessCommandLine, InitiatingProcessCommandLine
| order by TimeGenerated desc | Correct | 2 | 26.78s | 0.0029 |
o1-high | cmd.exe /c taskmgr.exe /7 | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where InitiatingProcessFileName =~ "cmd.exe"
| where FileName =~ "taskmgr.exe"
| where ProcessCommandLine has "/"
| project TimeGenerated, DeviceName, AccountName, InitiatingProcessCommandLine, ProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 49.13s | 0.3068 |
o1-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.8350 |
o3-high | cmd.exe /c taskmgr.exe /7 | // Investigate instances where Task Manager (taskmgr.exe) was launched *from* a cmd.exe shell
// and received at least one command-line argument (i.e. an “unusual” flag).
// The query returns the full command that was executed together with basic context.
// (Timerange is supplied when the function is invoked)
DeviceProcessEvents
| where FileName =~ "taskmgr.exe" // child process
| where InitiatingProcessFileName =~ "cmd.exe" // launched from cmd.exe
| where isnotempty(ProcessCommandLine) // we have a command line
| where not(ProcessCommandLine matches regex @"(?i)^\s*taskmgr\.exe\s*$") // command line contains something more than just the executable name
| extend UnusualFlag = trim("\"", tostring(extract(@"taskmgr\.exe\s+(.*)$",1,ProcessCommandLine)))
| project TimeGenerated,
DeviceName,
DeviceId,
Account = strcat(InitiatingProcessAccountDomain, "\\", InitiatingProcessAccountName),
TaskmgrCommand = ProcessCommandLine,
ParentCmdLine = InitiatingProcessCommandLine,
UnusualFlag
| order by TimeGenerated desc | Correct | 1 | 48.05s | 0.0238 |
o3-mini-high | cmd.exe /c taskmgr.exe /7 | DeviceProcessEvents
| where FileName =~ "taskmgr.exe"
| where InitiatingProcessFileName =~ "cmd.exe"
// Optionally, if you know part of the unusual flag pattern, you can add a further filter like:
// | where InitiatingProcessCommandLine contains "-unusualFlag"
| project TimeGenerated, DeviceName, ProcessCommandLine, InitiatingProcessCommandLine, InitiatingProcessId
| sort by TimeGenerated desc | Correct | 1 | 26.13s | 0.0158 |
o3-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0492 |
o4-mini-high | "cmd.exe" /c taskmgr.exe /7 | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where tolower(FileName) endswith "cmd.exe"
| where tolower(ProcessCommandLine) has "taskmgr.exe"
| project TimeGenerated, DeviceName, ProcessCommandLine | Correct | 3 | 107.75s | 0.0299 |
o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0373 |