Question Analysis
On a Linux host, a ping command was executed to test internet connectivity. Determine which IP address was used as the ping target.
be8f4019-d8b6-434c-a814-53123cdcc11e
Question ID
13/23
Models Correct
1
Valid Answer
57%
Success Rate
Reference Answer
Human-validated correct answer for this question
8.8.8.8
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 | 0.0405 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0106 |
gpt-4-turbo-2024-04-09 | 8.8.8.8 | DeviceProcessEvents
| where FileName == "ping"
| project DeviceName, ProcessCommandLine, TimeGenerated | Correct | 1 | 8.49s | 0.0502 |
gpt-4.1 | 8.8.8.8 | DeviceProcessEvents
| where FileName == "ping"
| extend ping_target = extract(@"ping\s+(-[\w\s]+\s+)?([\d\.]+)", 2, ProcessCommandLine)
| where isnotempty(ping_target)
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, ping_target | Correct | 1 | 6.54s | 0.0110 |
gpt-4.1-finetuned | 8.8.8.8 | DeviceProcessEvents
| where ProcessCommandLine startswith "ping"
| project ProcessCommandLine
| extend IPAddress = extract(@"\d+\.\d+\.\d+\.\d+", 0, ProcessCommandLine)
| project IPAddress
| where isnotempty(IPAddress)
| distinct IPAddress
| Correct | 1 | 11.85s | 0.0120 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0087 |
gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0017 |
gpt-4o | 8.8.8.8 | DeviceProcessEvents
| where ProcessCommandLine contains "ping"
| project InitiatingProcessCommandLine, DeviceId, DeviceName, TenantId, TimeGenerated | Correct | 1 | 4.13s | 0.0527 |
gpt-5-high | 8.8.8.8 | // Optional: set a specific Linux host to focus the results (leave empty to return all Linux hosts)
let targetHost = "";
let LinuxDevices = DeviceInfo
| where OSPlatform =~ "Linux"
| project DeviceId, DeviceName;
// Network evidence: ICMP destination captured as RemoteIP
let PingNet = DeviceNetworkEvents
| where InitiatingProcessFileName in~ ("ping", "ping6")
| where isnotempty(RemoteIP)
| project DeviceId, TimeGenerated, PingTargetIP = RemoteIP, PingCmd = tostring(InitiatingProcessCommandLine), Source = "DeviceNetworkEvents"
| join kind=inner (LinuxDevices) on DeviceId
| project TimeGenerated, DeviceId, DeviceName, PingTargetIP, PingCmd, Source;
// Process evidence: extract IPv4/IPv6 literal from ping command line (regex avoids lookbehind/lookahead)
let PingProc = DeviceProcessEvents
| where FileName in~ ("ping", "ping6")
| join kind=inner (LinuxDevices) on DeviceId
| extend TargetIPv4 = extract(@"(^|[^0-9])((25[0-5]|2[0-4]\d|1?\d{1,2})(\.(25[0-5]|2[0-4]\d|1?\d{1,2})){3})", 2, tostring(ProcessCommandLine))
| extend TargetIPv6 = extract(@"(([A-Fa-f0-9]{1,4}:){1,7}[A-Fa-f0-9]{0,4})", 1, tostring(ProcessCommandLine))
| extend PingTargetIP = tostring(coalesce(TargetIPv4, TargetIPv6))
| where isnotempty(PingTargetIP)
| project TimeGenerated, DeviceId, DeviceName, PingTargetIP, PingCmd = ProcessCommandLine, Source = "DeviceProcessEvents";
union PingNet, PingProc
| where isempty(targetHost) or DeviceName == targetHost
| extend IPVersion = iff(indexof(PingTargetIP, ":") >= 0, "IPv6", "IPv4")
| order by TimeGenerated desc | Correct | 2 | 137.20s | 0.0940 |
gpt-5-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0115 |
gpt-5-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0108 |
gpt-5-mini-medium | 8.8.8.8 | let PingCommandPatterns = dynamic(["\bping\b","\bping6\b","\b/ping\b"]);
// Extract target (IP or hostname) from command line
let extractTarget = (cmd:string){
// match IPv4
extract(@"((?:[0-9]{1,3}\.){3}[0-9]{1,3})", 1, cmd)
// if no IPv4, try IPv6
// fallback to hostname-like token after ping
// we'll use coalesce in caller
};
(
DeviceProcessEvents
| where TimeGenerated between (startofday(now(-7d)) .. now())
| where tolower(ProcessCommandLine) contains "ping"
| extend TargetIP = extract(@"((?:[0-9]{1,3}\.){3}[0-9]{1,3})", 1, ProcessCommandLine)
| extend TargetIPv6 = extract(@"([0-9a-fA-F:]{3,})", 1, ProcessCommandLine)
| extend TargetHost = tostring(split(ProcessCommandLine, ' ')[-1])
| extend Target = iif(isnotempty(TargetIP), TargetIP, iif(isnotempty(TargetIPv6), TargetIPv6, TargetHost))
| project TimeGenerated, DeviceName, AccountName, ProcessId, ProcessCommandLine, Target, TargetIP, TargetIPv6
)
| union (
DeviceEvents
| where TimeGenerated between (startofday(now(-7d)) .. now())
| where tolower(ProcessCommandLine) contains "ping"
| extend TargetIP = extract(@"((?:[0-9]{1,3}\.){3}[0-9]{1,3})", 1, ProcessCommandLine)
| extend TargetIPv6 = extract(@"([0-9a-fA-F:]{3,})", 1, ProcessCommandLine)
| extend TargetHost = tostring(split(ProcessCommandLine, ' ')[-1])
| extend Target = iif(isnotempty(TargetIP), TargetIP, iif(isnotempty(TargetIPv6), TargetIPv6, TargetHost))
| project TimeGenerated, DeviceName, AccountName, InitiatingProcessId=ProcessId, ProcessCommandLine, Target, TargetIP, TargetIPv6
)
| union (
DeviceNetworkEvents
| where TimeGenerated between (startofday(now(-7d)) .. now())
| where Protocol == "ICMP" or tolower(RemoteUrl) contains "icmp" or tolower(AdditionalFields) contains "icmp"
| project TimeGenerated, DeviceName, AccountName=InitiatingProcessAccountName, RemoteIP, RemotePort, Protocol, ProcessCommandLine=InitiatingProcessCommandLine
)
| extend DetectedTarget = coalesce(Target, RemoteIP)
| where isnotempty(DetectedTarget)
| sort by TimeGenerated desc
| distinct DeviceName, DetectedTarget, AccountName, ProcessId, ProcessCommandLine, RemoteIP, TimeGenerated
| Correct | 1 | 23.05s | 0.0065 |
gpt-5-nano-high | 8.8.8.8 | let TimeWindow = 7d;
let LinuxDevices = DeviceInfo
| where OSPlatform contains "Linux"
| distinct DeviceId;
let PingProcs = DeviceProcessEvents
| where TimeGenerated >= ago(TimeWindow)
| where InitiatingProcessFileName endswith "ping" or InitiatingProcessCommandLine has "ping"
| where DeviceId in (LinuxDevices)
| extend CmdLine = InitiatingProcessCommandLine
| extend TargetArg = extract(@"ping\\s+(?:-c\\s+\\d+\\s+)?([^\\s]+)", 1, CmdLine)
| project DeviceName, DeviceId, InitiatingProcessId, InitiatingProcessCreationTime, CmdLine, TargetArg, TimeGenerated;
let PingNet = DeviceNetworkEvents
| where TimeGenerated >= ago(TimeWindow)
| where InitiatingProcessId in (PingProcs | distinct InitiatingProcessId)
| summarize RemoteIP = any(RemoteIP) by InitiatingProcessId;
PingProcs
| join kind=leftouter (PingNet) on InitiatingProcessId
| project DeviceName, DeviceId, InitiatingProcessId, InitiatingProcessCreationTime, CmdLine, TargetArg, RemoteIP | Correct | 2 | 76.62s | 0.0051 |
gpt-5-nano-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0088 |
grok-3-beta | 8.8.8.8 | DeviceProcessEvents
| where ProcessCommandLine contains "ping"
| join kind=inner (
DeviceInfo
| where OSPlatform contains "Linux"
) on DeviceId
| extend ExtractedIP = extract("[0-9]+\\.[0-9]+\\.[0-9]+\\.[0-9]+", 0, ProcessCommandLine)
| where isnotempty(ExtractedIP)
| project DeviceName, ProcessCreationTime, ProcessCommandLine, ExtractedIP
| order by ProcessCreationTime desc | Correct | 2 | 17.85s | 0.0533 |
grok-3-mini-beta | None | let linuxDevices = DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (linuxDevices)
| where FileName =~ "ping"
| extend TargetIP = extract(@"\\b\\d{1,3}\\\.\\d{1,3}\\\.\\d{1,3}\\\.\\d{1,3}\\b", 0, ProcessCommandLine)
| summarize arg_max(TimeGenerated, TargetIP, TimeGenerated) by DeviceId
| project DeviceId, TargetIP, TimeGenerated
| order by TimeGenerated desc | Incorrect | 3 | 60.02s | 0.0046 |
o1-high | 8.8.8.8 | let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId;
LinuxDevices
| join (DeviceProcessEvents
| where FileName == "ping" or ProcessCommandLine has "ping") on DeviceId
| extend TargetIp = extract("([0-9]+(?:\\.[0-9]+){3})", 1, ProcessCommandLine)
| project TimeGenerated, DeviceName, ProcessCommandLine, TargetIp
| order by TimeGenerated desc | Correct | 1 | 26.11s | 0.2060 |
o1-low | 8.8.8.8 | DeviceProcessEvents
| where FileName == "ping"
| extend RawTarget = extract(@"ping\s+([^\s]+)", 1, ProcessCommandLine)
| join kind=inner (
DeviceInfo
| where OSPlatform == "Linux"
| project DeviceId, DeviceName
) on DeviceId
| extend PingIP = extract(@"(\d{1,3}(?:\\.\d{1,3}){3})", 0, RawTarget)
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, RawTarget, PingIP
| order by TimeGenerated desc | Correct | 3 | 67.41s | 0.5561 |
o3-high | 250 | // Identify the IP address that a Linux host tried to ping
let TimeRange = 7d; // replace in the function call
// 1. Locate all devices that run Linux so we do not collect hits from Windows hosts
let LinuxDevices = DeviceInfo
| where OSPlatform endswith "Linux"
| project DeviceId, DeviceName;
// 2. Find executions of the *ping* utility on those Linux devices
DeviceProcessEvents
| where TimeGenerated >= ago(TimeRange)
| where FileName =~ "ping" // executable name (covers ping & ping6)
| join kind=inner (LinuxDevices) on DeviceId
// 3. From the full command-line pull out the first non-switch argument – that is the target
| extend PingTarget = extract(@"\bping(?:6)?\s+(?:-[^\s]+\s+)*([^\s]+)", 1, ProcessCommandLine)
| where isnotempty(PingTarget)
// 4. Keep only literal IP addresses (IPv4 or IPv6); drop host-names that may also appear
| where PingTarget matches regex @"^(\d{1,3}(?:\.\d{1,3}){3})$" // IPv4
or PingTarget matches regex @"^[0-9a-fA-F:]{2,}$" // IPv6 (very loose but adequate)
// 5. Summarise so you can see when the ping happened and how often
| summarize FirstSeen = min(TimeGenerated),
LastSeen = max(TimeGenerated),
ExecCount = count()
by DeviceName, PingTarget
| order by LastSeen desc | Incorrect | 2 | 52.62s | 0.0335 |
o3-mini-high | 8.8.8.8 | DeviceProcessEvents
| where InitiatingProcessCommandLine contains "ping"
| extend targetIP = extract(@"\b(?:(?:25[0-5]|2[0-4]\d|[01]?\d?\d)\.){3}(?:25[0-5]|2[0-4]\d|[01]?\d?\d)\b", 0, InitiatingProcessCommandLine)
| where isnotempty(targetIP)
| project TimeGenerated, DeviceName, InitiatingProcessCommandLine, targetIP
| sort by TimeGenerated desc | Correct | 1 | 43.05s | 0.0142 |
o3-mini-low | 8.8.8.8 | DeviceProcessEvents
| where ProcessCommandLine contains "ping"
| where FileName endswith "ping"
| extend TargetIP = extract(@"(\b\d{1,3}(?:\.\d{1,3}){3}\b)", 0, ProcessCommandLine)
| where isnotempty(TargetIP)
| project TimeGenerated, DeviceName, ProcessCommandLine, TargetIP
| order by TimeGenerated desc | Correct | 3 | 59.40s | 0.0281 |
o4-mini-high | 8.8.8.8 | // Identify Linux devices
let linuxDevices = DeviceInfo
| where OSPlatform contains "Linux"
| project DeviceId, DeviceName;
// Network-based ping events (ICMP by ping)
let pingNetwork = DeviceNetworkEvents
| where DeviceId in (linuxDevices | project DeviceId)
| where Protocol == "ICMP"
| where InitiatingProcessFileName in ("ping", "ping6")
| extend ProcessCommandLine = InitiatingProcessCommandLine
| project TimeGenerated, DeviceId, PingTarget = RemoteIP, ProcessCommandLine;
// Process-based ping events (extract IP from command line)
let pingProcess = DeviceProcessEvents
| where DeviceId in (linuxDevices | project DeviceId)
| where FileName in ("ping", "ping6")
| extend PingTarget = extract(@"(\d+\.\d+\.\d+\.\d+)", 1, ProcessCommandLine)
| project TimeGenerated, DeviceId, PingTarget, ProcessCommandLine;
// Combine, enrich, filter, and sort
union pingNetwork, pingProcess
| where isnotempty(PingTarget)
| join kind=inner linuxDevices on DeviceId
| sort by TimeGenerated desc
| project TimeGenerated, DeviceName, PingTarget, ProcessCommandLine | Correct | 2 | 89.59s | 0.0234 |
o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0509 |