Question Analysis

On a Windows device, a new inbound firewall rule was created unexpectedly. Review process execution records to identify the command-line utility responsible for adding the rule.

9636dd6e-7599-40d2-8eee-ac16434f35ed
Question ID
11/23
Models Correct
1
Valid Answer
48%
Success Rate
Reference Answer

Human-validated correct answer for this question

netsh
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
netsh.exe
DeviceProcessEvents | where ActionType == "ProcessCreated" | where FolderPath endswith @"\System32\netsh.exe" or FileName == "powershell.exe" | where ProcessCommandLine contains "advfirewall firewall add rule" or ProcessCommandLine contains "New-NetFirewallRule" | where ProcessCommandLine contains "dir=in" or ProcessCommandLine contains "-Direction Inbound" | project Timestamp, DeviceName, ProcessCommandLine, InitiatingProcessCommandLine, FileName, InitiatingProcessFileName, AccountName, InitiatingProcessAccountName
Correct
1
9.25s
0.0041
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0110
gpt-4-turbo-2024-04-09
netsh
DeviceProcessEvents | where ActionType == 'ProcessCreated' | where ProcessCommandLine has 'netsh' and ProcessCommandLine has 'advfirewall' and ProcessCommandLine has 'add' | project TimeGenerated, DeviceName, InitiatingProcessCommandLine, ProcessCommandLine
Correct
1
8.91s
0.0541
gpt-4.1
netsh.exe
DeviceProcessEvents | where FileName in~ ("netsh.exe", "powershell.exe", "cmd.exe", "wf.msc") | where ProcessCommandLine has_any ("firewall", "add rule", "New-NetFirewallRule") | project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, InitiatingProcessAccountName, InitiatingProcessFileName | order by TimeGenerated desc
Correct
1
6.42s
0.0128
gpt-4.1-finetuned
No answer provided
No query generated
Incorrect
5
0.00s
0.0422
gpt-4.1-mini
netsh
DeviceProcessEvents | where ProcessCommandLine has_cs "netsh" or ProcessCommandLine has_cs "New-NetFirewallRule" or ProcessCommandLine has_cs "advfirewall" or ProcessCommandLine has_cs "firewall" | where ActionType == "ProcessCreated" | project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine, ProcessCreationTime, FileName | order by TimeGenerated desc
Correct
1
16.31s
0.0033
gpt-4.1-nano
No answer provided
No query generated
Incorrect
5
0.00s
0.0014
gpt-4o
cmd.exe
DeviceProcessEvents | where InitiatingProcessCommandLine has_any ("netsh advfirewall firewall add", "powershell New-NetFirewallRule") | project TimeGenerated, DeviceName, DeviceId, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessId, AccountName, AccountDomain | order by TimeGenerated desc
Incorrect
4
28.09s
0.0472
gpt-5-high
PowerShell
// Find new/changed inbound firewall rules and correlate to the process that likely added them let firewall_rule_events = union ( DeviceEvents | where ActionType has_any ("FirewallRule", "FirewallPolicy") | extend RuleName = coalesce(tostring(AdditionalFields.RuleName), tostring(AdditionalFields.RuleDisplayName), tostring(AdditionalFields.Name)), DirectionRaw = tostring(AdditionalFields.Direction), RuleDetails = tostring(AdditionalFields) | where isempty(DirectionRaw) or DirectionRaw =~ "In" or DirectionRaw =~ "Inbound" | project DeviceId, DeviceName, EventTime=Timestamp, Source="DeviceEvents", ActionType, RuleName, Direction=iff(isempty(DirectionRaw), "In", DirectionRaw), RuleDetails ), ( DeviceRegistryEvents | where ActionType in~ ("RegistryValueSet", "RegistryValueCreate", "RegistryValueCreated", "RegistryKeyCreated") | where RegistryKey has "\\SYSTEM\\CurrentControlSet\\Services\\SharedAccess\\Parameters\\FirewallPolicy\\FirewallRules" | where tolower(RegistryValueData) has "dir=in" | project DeviceId, DeviceName, EventTime=Timestamp, Source="Registry", ActionType, RuleName=RegistryValueName, Direction="In", RuleDetails=tostring(RegistryValueData) ); let proc_candidates = DeviceProcessEvents | extend ProcTime=Timestamp, lowerFile=tolower(FileName), lowerCmd=tolower(ProcessCommandLine) | where lowerFile in ("netsh.exe", "powershell.exe", "pwsh.exe", "cmd.exe", "mmc.exe") or lowerCmd has_any ("netsh", "new-netfirewallrule", "add-netfirewallrule", "set-netfirewallrule", "enable-netfirewallrule", "advfirewall", "firewall add rule", "wf.msc") | project DeviceId, ProcTime, FileName, FolderPath, ProcessCommandLine, InitiatingProcessAccountDomain, InitiatingProcessAccountName, InitiatingProcessParentFileName, InitiatingProcessCommandLine, InitiatingProcessId, InitiatingProcessParentId, ProcessId, ProcessTokenElevation; // Correlate rule events with nearby process executions on the same device let correlated = firewall_rule_events | join kind=inner (proc_candidates) on DeviceId | where ProcTime between (EventTime - 15m .. EventTime + 10m) | extend proximity = abs(ProcTime - EventTime) | summarize arg_min(proximity, *) by DeviceId, DeviceName, EventTime, Source, ActionType, RuleName, Direction, RuleDetails | extend SuspectedUtility = case( tolower(FileName)=="netsh.exe", "netsh advfirewall", tolower(FileName) in ("powershell.exe", "pwsh.exe"), "PowerShell (NetSecurity cmdlet)", tolower(FileName)=="mmc.exe", "Windows Firewall MMC (wf.msc)", tolower(FileName)=="cmd.exe" and tolower(ProcessCommandLine) has "netsh", "cmd -> netsh", FileName) | extend User = iff(isempty(InitiatingProcessAccountName), "", strcat(InitiatingProcessAccountDomain, "\\", InitiatingProcessAccountName)) | project MatchType="CorrelatedToRule", DeviceName, EventTime, RuleName, Direction, ActionType, SuspectedUtility, CommandLine=ProcessCommandLine, ProcTime, User, ParentProcess=InitiatingProcessParentFileName, ParentCmd=InitiatingProcessCommandLine, ProcessId, InitiatingProcessId, ProcessTokenElevation, Source, RuleDetails; // Fallback: list likely firewall rule addition commands (focus on inbound) within the time range let process_only = DeviceProcessEvents | extend ProcTime=Timestamp, lowerFile=tolower(FileName), lowerCmd=tolower(ProcessCommandLine) | where (lowerFile=="netsh.exe" and lowerCmd has "advfirewall" and lowerCmd has "firewall" and lowerCmd has "add" and lowerCmd has "dir=in") or (lowerFile in ("powershell.exe", "pwsh.exe") and lowerCmd has_any ("new-netfirewallrule", "add-netfirewallrule", "set-netfirewallrule") and lowerCmd has "-direction" and lowerCmd has "inbound") or (lowerFile=="cmd.exe" and lowerCmd has "netsh" and lowerCmd has "advfirewall" and lowerCmd has "add" and lowerCmd has "dir=in") or (lowerFile=="mmc.exe" and lowerCmd has "wf.msc") | extend SuspectedUtility = case( lowerFile=="netsh.exe", "netsh advfirewall", lowerFile in ("powershell.exe", "pwsh.exe"), "PowerShell (NetSecurity cmdlet)", lowerFile=="mmc.exe", "Windows Firewall MMC (wf.msc)", lowerFile=="cmd.exe" and lowerCmd has "netsh", "cmd -> netsh", FileName) | extend User = iff(isempty(InitiatingProcessAccountName), "", strcat(InitiatingProcessAccountDomain, "\\", InitiatingProcessAccountName)) | project MatchType="ProcessOnly", DeviceName, EventTime=ProcTime, RuleName=strcat("(unknown - process heuristic)"), Direction="In", ActionType="", SuspectedUtility, CommandLine=ProcessCommandLine, ProcTime, User, ParentProcess=InitiatingProcessParentFileName, ParentCmd=InitiatingProcessCommandLine, ProcessId, InitiatingProcessId, ProcessTokenElevation, Source="Process", RuleDetails=""; union correlated, process_only | order by EventTime desc, ProcTime asc
Incorrect
4
485.52s
0.2495
gpt-5-mini-high
PowerShell
// Correlate firewall-related registry changes with processes that executed firewall command-line utilities let proc_cmds = dynamic(['netsh','advfirewall','firewall add rule','New-NetFirewallRule','New-NetFirewallPortRule','Set-NetFirewallRule','netsh firewall','netsh advfirewall','Add-NetFirewallRule']); // Registry events targeting firewall keys let regEvents = DeviceRegistryEvents | where TimeGenerated between (startofday(ago(7d)) .. now()) | where RegistryKey has_any ('FirewallPolicy','WindowsFirewall','FirewallRules','SharedAccess','HKEY_LOCAL_MACHINE\\SOFTWARE\\Policies\\Microsoft\\WindowsFirewall') | where ActionType in ('SetValue','Create','Modify','Delete') | project DeviceId, DeviceName, FirewallEventTime = TimeGenerated, RegistryKey, RegistryValueName, RegistryValueData, InitiatingProcessId, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName, InitiatingProcessAccountDomain; // Process events that may indicate firewall CLI usage let procEvents = DeviceProcessEvents | where TimeGenerated between (startofday(ago(7d)) .. now()) | where (ProcessCommandLine has_any (proc_cmds)) or (FileName in ('netsh.exe','powershell.exe','pwsh.exe','cmd.exe','cscript.exe') and ProcessCommandLine contains 'firewall') | project DeviceId, ProcTime = TimeGenerated, ProcessId, ProcessFileName = FileName, ProcessCommandLine, AccountName = InitiatingProcessAccountName, AccountDomain = InitiatingProcessAccountDomain; // Correlate within +/- 5 minutes regEvents | join kind=leftouter (procEvents) on DeviceId | where isnotempty(ProcTime) and abs(datetime_diff('second', FirewallEventTime, ProcTime)) <= 300 | project DeviceName, DeviceId, FirewallEventTime, RegistryKey, RegistryValueName, RegistryValueData, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcTime, ProcessId, ProcessFileName, ProcessCommandLine, AccountName, AccountDomain | summarize EarliestFirewallChange = min(FirewallEventTime), RegistryKeys = make_set(RegistryKey,50), RegistryValues = make_set(RegistryValueName,200), RelatedProcessCommands = make_set(ProcessCommandLine,200), RelatedProcessFiles = make_set(ProcessFileName,50), InitiatingProcessFiles = make_set(InitiatingProcessFileName,20) by DeviceName, DeviceId | order by EarliestFirewallChange desc // Fallback: If no registry events found, return process-only matches (firewall-related commands) | union ( DeviceProcessEvents | where TimeGenerated between (startofday(ago(7d)) .. now()) | where (ProcessCommandLine has_any (proc_cmds)) or (FileName in ('netsh.exe','powershell.exe','pwsh.exe','cmd.exe','cscript.exe') and ProcessCommandLine contains 'firewall') | project DeviceName, DeviceId, EarliestFirewallChange = TimeGenerated, RegistryKeys = dynamic([]), RegistryValues = dynamic([]), RelatedProcessCommands = pack_array(ProcessCommandLine), RelatedProcessFiles = pack_array(FileName), InitiatingProcessFiles = pack_array(tostring('')) ) | order by EarliestFirewallChange desc
Incorrect
3
57.49s
0.0148
gpt-5-mini-low
powershell.exe
union DeviceProcessEvents, DeviceEvents, DeviceNetworkEvents, DeviceRegistryEvents | extend cmd = coalesce(ProcessCommandLine, InitiatingProcessCommandLine) | where isnotempty(cmd) // Look for common firewall-management utilities and PowerShell cmdlets (case-insensitive) | where tolower(cmd) has_any ("netsh", "advfirewall", "new-netfirewallrule", "add-netfirewallrule", "set-netfirewallrule", "add rule") | project TimeGenerated, DeviceName, ReportId, FileName, ProcessId, ProcessCreationTime, cmd, InitiatingProcessFileName, InitiatingProcessId, InitiatingProcessCommandLine, InitiatingProcessAccountName = InitiatingProcessAccountName, AccountName, AccountDomain, ActionType, RegistryKey, RegistryValueName | summarize FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), Count = count() by DeviceName, FileName, ProcessId, ProcessCreationTime, InitiatingProcessFileName, InitiatingProcessId, cmd, InitiatingProcessCommandLine, InitiatingProcessAccountName, AccountName, AccountDomain | sort by LastSeen desc | take 200
Incorrect
1
31.31s
0.0066
gpt-5-mini-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0237
gpt-5-nano-high
netsh
let FirewallRuleTools = dynamic(["netsh", "New-NetFirewallRule", "Add-NetFirewallRule", "Set-NetFirewallRule", "netsh advfirewall firewall add rule", "New-NetFirewallRule -Inbound", "Add-NetFirewallRule -Inbound"]); DeviceProcessEvents | where InitiatingProcessCommandLine has_any (FirewallRuleTools) | project TimeGenerated, DeviceName, DeviceId, InitiatingProcessId, InitiatingProcessSessionId, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessCreationTime, InitiatingProcessAccountDomain, InitiatingProcessAccountName, InitiatingProcessVersionInfoProductName | sort by TimeGenerated desc
Correct
1
43.29s
0.0027
gpt-5-nano-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0067
grok-3-beta
netsh.exe
DeviceProcessEvents | where ProcessCommandLine has_cs 'netsh' or ProcessCommandLine has_cs 'firewall' or ProcessCommandLine has_cs 'advfirewall' or ProcessCommandLine has_cs 'rule' | project Timestamp, DeviceName, ProcessName = FileName, CommandLine = ProcessCommandLine, AccountName, InitiatingProcessFileName, InitiatingProcessCommandLine | order by Timestamp desc | limit 50
Correct
4
32.70s
0.0873
grok-3-mini-beta
netsh
DeviceProcessEvents | where ProcessCommandLine has_any ("netsh advfirewall", "New-NetFirewallRule") | project FileName, ProcessCommandLine, Timestamp | order by Timestamp desc
Correct
1
18.56s
0.0016
o1-high
netsh
DeviceProcessEvents | where TimeGenerated >= ago(7d) | where ActionType == "ProcessCreated" | where ( ProcessCommandLine has_any ("netsh advfirewall firewall add rule", "Add-NetFirewallRule", "New-NetFirewallRule") ) | where ( // Filter further to commands specifying inbound direction ProcessCommandLine has_any ("dir=in", "-Direction In", "-Direction Inbound") ) | project TimeGenerated, DeviceName, FolderPath, FileName, ProcessCommandLine, AccountName, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessFolderPath | order by TimeGenerated desc | limit 50
Correct
4
138.01s
1.1520
o1-low
powershell.exe
DeviceProcessEvents | where isnotempty(ProcessCommandLine) | where ProcessCommandLine has_any ("netsh", "New-NetFirewallRule") | where ProcessCommandLine has_any ("add rule", "firewall", "advfirewall") or ProcessCommandLine contains "New-NetFirewallRule" | project TimeGenerated, DeviceId, DeviceName, FileName, ProcessCommandLine, InitiatingProcessCommandLine, InitiatingProcessFileName, InitiatingProcessId | order by TimeGenerated desc
Incorrect
2
88.68s
0.5735
o3-high
No answer provided
No query generated
Incorrect
5
0.00s
0.1296
o3-mini-high
netsh
DeviceProcessEvents | where isnotempty(InitiatingProcessCommandLine) | where InitiatingProcessCommandLine has 'netsh advfirewall firewall add rule' or InitiatingProcessCommandLine has 'New-NetFirewallRule' | project TimeGenerated, DeviceName, AccountName, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessCreationTime | sort by TimeGenerated desc | limit 50
Correct
1
76.05s
0.0126
o3-mini-low
netsh
DeviceProcessEvents | where (FileName has_cs "netsh.exe" and ProcessCommandLine has_cs "advfirewall") or (FileName has_cs "powershell.exe" and ProcessCommandLine has_cs "New-NetFirewallRule") | project TimeGenerated, DeviceName, FileName, ProcessCommandLine, InitiatingProcessCommandLine, InitiatingProcessFileName | sort by TimeGenerated desc
Correct
1
27.43s
0.0196
o4-mini-high
netsh
DeviceProcessEvents | where ProcessCommandLine matches regex @"(?i)(?:netsh\s+advfirewall\s+firewall\s+add\s+rule|New-NetFirewallRule)" | project TimeGenerated, DeviceName, AccountName, ProcessId, FileName, ProcessCommandLine, InitiatingProcessId, InitiatingProcessFileName, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
3
88.66s
0.0299
o4-mini-low
powershell.exe
DeviceProcessEvents // Restrict to process creation events | where ActionType == "ProcessCreated" // Filter for netsh.exe adding firewall rules or PowerShell cmdlets | where ( InitiatingProcessFileName == "netsh.exe" and ProcessCommandLine has_cs "advfirewall firewall add rule" ) or ( InitiatingProcessFileName has_cs "powershell.exe" and ( ProcessCommandLine has_cs "New-NetFirewallRule" or ProcessCommandLine has_cs "Set-NetFirewallRule" ) ) // Project relevant fields for analysis | project TimeGenerated, DeviceName, InitiatingProcessAccountDomain, InitiatingProcessAccountName, InitiatingProcessFileName, ProcessId, InitiatingProcessId, ProcessCommandLine | sort by TimeGenerated asc
Incorrect
2
65.12s
0.0188