Question Analysis
An analyst reviewing Windows process logs wants to spot instances where a native time tool was repurposed to introduce a delay. Which full W32tm invocation, including the stripchart and period flags, appears in the logs?
d5d5a6b0-0f92-42d8-985d-47aafa2dd4db
Question ID
18/23
Models Correct
1
Valid Answer
78%
Success Rate
Reference Answer
Human-validated correct answer for this question
W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2
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 | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where FileName == "w32tm.exe"
| where ProcessCommandLine has "stripchart" and ProcessCommandLine has "period"
| project Timestamp, DeviceName, InitiatingProcessCommandLine, ProcessCommandLine, AccountName, AccountDomain | Correct | 1 | 7.76s | 0.0024 |
gpt-35-turbo | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where ProcessCommandLine contains 'w32tm' and ProcessCommandLine contains '/stripchart' and ProcessCommandLine contains '/period' | Correct | 3 | 8.86s | 0.0084 |
gpt-4-turbo-2024-04-09 | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where ProcessCommandLine has 'w32tm' and ProcessCommandLine has 'stripchart' and ProcessCommandLine has 'period'
| project DeviceName, ProcessCommandLine, ProcessCreationTime, FileName, FolderPath
| distinct ProcessCommandLine | Correct | 1 | 9.82s | 0.0513 |
gpt-4.1 | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where FileName =~ "w32tm.exe"
| where ProcessCommandLine has "stripchart" and ProcessCommandLine has "period"
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine | Correct | 1 | 4.14s | 0.0109 |
gpt-4.1-finetuned | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
// Use case-insensitive regex to match W32tm invocations with stripchart and period flags in any order
| where ProcessCommandLine matches regex @"(?i)w32tm[\s\S]*stripchart[\s\S]*period"
| extend FullW32tmInvocation = tostring(ProcessCommandLine)
| project-reorder TimeGenerated, DeviceName, AccountName, FullW32tmInvocation
| distinct TimeGenerated, DeviceName, AccountName, FullW32tmInvocation
| sort by TimeGenerated desc | Correct | 3 | 18.32s | 0.0221 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0073 |
gpt-4.1-nano | w32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where ProcessCommandLine contains 'w32tm'
| where ProcessCommandLine contains 'stripchart'
| where ProcessCommandLine contains 'period' | Correct | 1 | 2.44s | 0.0009 |
gpt-4o | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0572 |
gpt-5-high | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where tolower(FileName) in ("w32tm.exe","w32tm") or tolower(ProcessCommandLine) contains "w32tm"
| extend cmd = tostring(ProcessCommandLine)
| where tolower(cmd) contains "/stripchart" and (tolower(cmd) contains "/period" or tolower(cmd) contains "-period")
| extend Period = toint(extract(@"(?i)(?:/|-)period[:=\s]+(\d+)", 1, cmd))
| summarize Count = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), Devices = dcount(DeviceName) by FullInvocation = cmd, Period
| order by Count desc, LastSeen desc | Correct | 1 | 77.52s | 0.0430 |
gpt-5-mini-high | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | let stripchart_flags = dynamic(["-stripchart","/stripchart","--stripchart"]);
let period_flags = dynamic(["-period","/period","--period"]);
let contains_any = (s:string, arr:dynamic){ array_length(set_intersection(split(tolower(s), ' '), arr)) > 0 };
union isfuzzy=true
(DeviceProcessEvents
| extend Cmd = tostring(ProcessCommandLine), Time=TimeGenerated
| where isnotempty(Cmd)
| where tolower(FileName) contains "w32tm" or tolower(Cmd) contains "w32tm"
| where (Cmd has_any ("-stripchart","/stripchart","--stripchart","stripchart")) and (Cmd has_any ("-period","/period","--period","period"))
| project Time, DeviceName, FileName, ProcessId, Cmd, InitiatingProcessFileName, InitiatingProcessCommandLine, ReportId, TenantId
),
(DeviceEvents
| extend Cmd = coalesce(tostring(ProcessCommandLine), tostring(InitiatingProcessCommandLine)), Time=TimeGenerated
| where isnotempty(Cmd)
| where tolower(FileName) contains "w32tm" or tolower(Cmd) contains "w32tm"
| where (Cmd has_any ("-stripchart","/stripchart","--stripchart","stripchart")) and (Cmd has_any ("-period","/period","--period","period"))
| project Time, DeviceName, FileName, ProcessId, Cmd, InitiatingProcessFileName, InitiatingProcessCommandLine, ReportId, TenantId
)
| distinct Cmd, DeviceName, FileName, ProcessId, InitiatingProcessFileName, InitiatingProcessCommandLine, ReportId, TenantId, Time
| order by Time desc
| limit 100 | Correct | 1 | 10.88s | 0.0030 |
gpt-5-mini-low | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | let w32tm_re = @"(?i)\bw32tm(?:\.exe)?\b";
let strip_re = @"(?i)(?:/|-){1,2}stripchart\b";
let period_re = @"(?i)(?:/|-){1,2}period(?:[:\s]*\d+)?\b";
union DeviceProcessEvents, DeviceEvents, DeviceFileEvents, DeviceImageLoadEvents, DeviceRegistryEvents
| extend FullCommandLine = coalesce(ProcessCommandLine, InitiatingProcessCommandLine)
| where isnotempty(FullCommandLine)
| where FullCommandLine matches regex w32tm_re
and FullCommandLine matches regex strip_re
and FullCommandLine matches regex period_re
| extend PeriodValue = extract(@"(?i)(?:/|-){1,2}period(?:[:\s]*(\d+))", 1, FullCommandLine)
| extend ComputerTarget = extract(@"(?i)(?:/|-){1,2}computer(?:[:\s]*)([^\s]+)", 1, FullCommandLine)
| project TimeGenerated, DeviceName, FileName, ProcessId = coalesce(ProcessId, InitiatingProcessId), InitiatingProcessFileName, InitiatingProcessId, Account = coalesce(AccountName, InitiatingProcessAccountName), FullCommandLine, PeriodValue, ComputerTarget
| summarize FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), Count = count(), Devices = make_set(DeviceName), Accounts = make_set(Account) by FullCommandLine, PeriodValue, ComputerTarget
| top 50 by Count desc
| project FullCommandLine, PeriodValue, ComputerTarget, Count, FirstSeen, LastSeen, Devices, Accounts | Correct | 5 | 90.55s | 0.0197 |
gpt-5-mini-medium | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | // Find full w32tm invocations that include stripchart and period flags
DeviceProcessEvents
| where isnotempty(ProcessCommandLine) or isnotempty(InitiatingProcessCommandLine)
| extend cmd = coalesce(ProcessCommandLine, InitiatingProcessCommandLine)
// Normalize to lowercase for searching
| where tolower(cmd) has "w32tm" and (tolower(cmd) has "stripchart" or tolower(cmd) has "/stripchart" or tolower(cmd) has "-stripchart") and (tolower(cmd) has "period" or tolower(cmd) has "/period" or tolower(cmd) has "-period")
| project TimeGenerated, DeviceName, FileName, ProcessId, cmd
| distinct cmd, DeviceName, FileName, ProcessId, TimeGenerated
| order by TimeGenerated desc
| take 100 | Correct | 1 | 14.80s | 0.0038 |
gpt-5-nano-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0066 |
gpt-5-nano-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0070 |
grok-3-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0875 |
grok-3-mini-beta | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where ProcessCommandLine contains "w32tm" and ProcessCommandLine contains "/stripchart" and ProcessCommandLine contains "/period"
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 13.72s | 0.0016 |
o1-high | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where FileName == "w32tm.exe"
| where ProcessCommandLine has_all ("/stripchart", "/period")
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine | Correct | 1 | 26.51s | 0.2096 |
o1-low | W32tm_/stripchart_/computer:localhost_/period:5_/dataonly_/samples:2 | DeviceProcessEvents
| where FileName =~ "w32tm.exe"
| where ProcessCommandLine has "/stripchart" and ProcessCommandLine has "/period"
| project TimeGenerated, DeviceName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 35.82s | 0.2666 |
o3-high | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | // Detect use of "w32tm.exe" with the stripchart sub-command and an explicit polling period
DeviceProcessEvents
// 1. Quickly zero-in on the Windows Time utility
| where FileName =~ "w32tm.exe" or ProcessCommandLine has "w32tm"
// 2. Look for the behaviour of interest: stripchart + period flag
| where ProcessCommandLine has "stripchart"
| where ProcessCommandLine has_any ("/period", "-period")
// 3. Return the full command as it appeared together with basic context
| summarize firstSeen = min(TimeGenerated),
lastSeen = max(TimeGenerated),
executions = count()
by DeviceName,
AccountName,
ProcessCommandLine
// 4. Most recent/high-volume occurrences first
| order by executions desc, lastSeen desc | Correct | 2 | 55.59s | 0.0357 |
o3-mini-high | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where ProcessCommandLine has "w32tm" and ProcessCommandLine has "stripchart" and ProcessCommandLine has "/period:"
| project TimeGenerated, DeviceName, ProcessCommandLine
| sort by TimeGenerated desc | Correct | 1 | 66.21s | 0.0113 |
o3-mini-low | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where isnotempty(ProcessCommandLine)
| where tolower(ProcessCommandLine) contains "w32tm"
and tolower(ProcessCommandLine) contains "stripchart"
and tolower(ProcessCommandLine) contains "/period:"
| project TimeGenerated, DeviceName, ProcessCommandLine
| distinct ProcessCommandLine, TimeGenerated, DeviceName | Correct | 1 | 12.87s | 0.0121 |
o4-mini-high | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where FileName == "w32tm.exe"
| where ProcessCommandLine has "stripchart" and ProcessCommandLine has "period"
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 2 | 55.89s | 0.0177 |
o4-mini-low | W32tm /stripchart /computer:localhost /period:5 /dataonly /samples:2 | DeviceProcessEvents
| where FileName =~ "w32tm.exe" or FileName =~ "w32tm"
| where (ProcessCommandLine has "-stripchart" or ProcessCommandLine has "/stripchart")
and (ProcessCommandLine has "-period" or ProcessCommandLine has "/period")
| project TimeGenerated, DeviceName, ProcessId, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine
| order by TimeGenerated desc | Correct | 2 | 56.55s | 0.0149 |