o1-low vs o4-mini-high KQL Benchmark

o1-low wins by 12.2%

Compared on 188 shared test questions

Overall Accuracy

o1-low

63.3%

119 / 188 correct

o4-mini-high

51.1%

96 / 188 correct

Average Cost per Query

o1-low: $0.4994
o4-mini-high: $0.0322
o1-low costs 1451.0% more

Average Execution Time

o1-low: 50.90s
o4-mini-high: 68.56s
o4-mini-high takes 34.7% 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
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.
o1-low 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?
o1-low 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?
o1-low Wins
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.
o1-low Wins
T1016.001
An analyst notices a PowerShell process on a Windows host that appears to be checking SMB connectivity. Which PowerShell cmdlet was executed to perform this outbound port 445 test?
o1-low 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?
o1-low 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?
o1-low 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?
o1-low 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?
o1-low Wins
T1059.004
An analyst suspects that a restricted shell escape was executed using a common Perl package manager on Linux. Review the process execution records to determine which tool was invoked to spawn the shell.
o1-low 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?
o1-low Wins
T1070.004
On a Linux device, a file was silently removed from the /tmp/victim-files directory. Search through file event or syslog records to identify the exact file name that was deleted.
o1-low Wins
T1059.007
On a Windows endpoint, wscript.exe was used to run a JScript. Identify the exact script path passed to wscript.
o1-low 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?
o1-low Wins
T1082
Review Windows process logs to find which built-in command was executed to reveal the system’s hostname.
o1-low Wins
T1112
A Windows host logs a change to the Terminal Server registry key disabling single-session per user. Which command-line utility executed this registry modification?
o1-low Wins
T1112
On Windows systems, disabling RDP via the registry generates registry write events. Investigate registry event logs for modifications under the Terminal Server configuration path. What is the name of the registry value that was changed to disable Remote Desktop Protocol?
o1-low Wins
T1112
Review registry event logs on the Windows host for PowerShell-driven writes to system policy and file system keys. Which registry value names were created during this BlackByte preparation simulation?
o1-low 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.
o1-low 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.
o1-low Wins
T1082
A Linux host was used to collect various system release files and kernel details, writing them into a single file under /tmp. What was the name of that output file?
o1-low 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.
o1-low 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?
o1-low 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.
o1-low 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.
o1-low Wins
Page 1 of 8

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