gpt-4.1 vs o4-mini-high KQL Benchmark

gpt-4.1 wins by 10.6%

Compared on 188 shared test questions

Overall Accuracy

gpt-4.1

61.7%

116 / 188 correct

o4-mini-high

51.1%

96 / 188 correct

Average Cost per Query

gpt-4.1: $0.0285
o4-mini-high: $0.0322
o4-mini-high costs 13.0% more

Average Execution Time

gpt-4.1: 9.95s
o4-mini-high: 68.56s
o4-mini-high takes 589.3% longer
Question-by-Question Analysis

Question-by-Question Comparison

Detailed comparison showing where each model succeeded or failed

Showing 1 to 25 of 188 questions
Page 1 of 8
T1007
An analyst suspects a user or script ran a service enumeration command on a Linux system. Review process events to find the service-listing invocation and specify the full command that was executed.
gpt-4.1 Wins
T1003.007
On a Linux system, review process creation logs to spot any dd commands reading from /proc/*/mem. What was the name of the file where the dumped memory was written?
gpt-4.1 Wins
T1006
Identify the PowerShell cmdlet used on Windows to format and display the raw volume bytes after an attacker read the boot sector via a DOS device path.
gpt-4.1 Wins
T1003.001
Using Windows process event logs, investigate PowerShell activity around lsass.exe memory capture. What was the name of the script file invoked to perform the dump?
gpt-4.1 Wins
T1016
A Linux host’s Syslog shows a shell-based network discovery script ran multiple commands. One of them listed current TCP connections. Which utility was invoked?
gpt-4.1 Wins
T1018
On a Windows endpoint, review process creation logs to uncover when a built-in utility was used to reveal ARP entries. What exact command was used to list the ARP cache?
gpt-4.1 Wins
T1027
A Windows host shows a process launch with an extremely obfuscated command line that dynamically builds and invokes code at runtime. Which process name was used to execute this payload?
gpt-4.1 Wins
T1027
On a Linux system, identify the script that was generated by decoding a base64 data file and then executed. What was the filename of that script?
gpt-4.1 Wins
T1036.004
A threat actor on a Windows system crafted and registered a service named almost identically to the standard time service, but redirecting execution to a custom script. Review the logging data to determine which native command-line tool was used to perform this action. What utility was invoked?
gpt-4.1 Wins
T1053.005
Investigate Windows process events for PowerShell activity that leverages WMI to register a scheduled task via XML import. What was the name of the XML file supplied to the RegisterByXml method?
gpt-4.1 Wins
T1053.005
On Windows, review recent registry changes to detect when the MSC file association was hijacked by a reg add operation. What executable file was configured as the default command under HKCU\Software\Classes\mscfile\shell\open\command?
gpt-4.1 Wins
T1069.001
On a Linux endpoint, process events reveal a chain of group‐enumeration utilities executed by a single session. Which utility was used to query the system’s group database?
gpt-4.1 Wins
T1059.007
On a Windows endpoint, wscript.exe was used to run a JScript. Identify the exact script path passed to wscript.
gpt-4.1 Wins
T1070.003
On a Linux endpoint, you suspect malicious clearing of the bash history by redirecting from the null device. Explore process or file events to uncover the exact shell command that performed this action.
gpt-4.1 Wins
T1078.003
On a Linux host, review account management activity in Syslog or process event logs to pinpoint which command was executed to create a new local user. What was the name of the tool invoked?
gpt-4.1 Wins
T1082
Review Windows process logs to find which built-in command was executed to reveal the system’s hostname.
gpt-4.1 Wins
T1112
On a Windows device, examine registry event logs for modifications under the System policies path. Determine which registry value name was altered to disable the shutdown button at login.
gpt-4.1 Wins
T1124
In Windows process event logs, you notice both the net time and w32tm commands being executed to display the system time and timezone. Which executor name from the test configuration was responsible for launching these utilities?
gpt-4.1 Wins
T1120
Review Windows process execution logs to find any native utility that was used to enumerate connected drives. Which utility was invoked?
gpt-4.1 Wins
T1124
A Windows host recorded a process that simply executes the system’s native time utility. Without spelling out the query, determine which command was run based on process creation events.
gpt-4.1 Wins
T1134.001
A Windows host logs show PowerShell fetching and executing a remote script to gain SeDebugPrivilege token duplication. Which Empire module was invoked?
gpt-4.1 Wins
T1112
On a Windows host, registry events reveal that PowerShell modified a value under the WDigest provider. Identify the exact command line that performed this registry change.
gpt-4.1 Wins
T1124
On a Linux host, an activity was recorded where the local clock and timezone were queried. Review the available process execution logs to uncover what full command was run to fetch the system time and timezone.
gpt-4.1 Wins
T1218.011
You notice rundll32.exe being used with desk.cpl,InstallScreenSaver on a Windows endpoint. Investigate your process creation logs to find which .scr file was loaded by this unusual invocation.
gpt-4.1 Wins
T1217
An attacker leveraged a PowerShell command on a Windows host to enumerate browser bookmark files across all user profiles. Examine the process execution logs to determine the exact filename that was being searched for.
gpt-4.1 Wins
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