o1-high vs o4-mini-high KQL Benchmark

o1-high wins by 12.2%

Compared on 188 shared test questions

Overall Accuracy

o1-high

63.3%

119 / 188 correct

o4-mini-high

51.1%

96 / 188 correct

Average Cost per Query

o1-high: $0.5239
o4-mini-high: $0.0322
o1-high costs 1527.2% more

Average Execution Time

o1-high: 57.03s
o4-mini-high: 68.56s
o4-mini-high takes 20.2% 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
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-high 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-high 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-high 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-high 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-high 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-high Wins
T1036.003
In a Linux environment, you observe a process labeled like the cron daemon but running from an unexpected path. Investigate creation events to uncover the actual filename used by this fake cron process.
o1-high 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?
o1-high Wins
T1053.005
On a Windows host, find any scheduled task that was registered using PowerShell native cmdlets instead of schtasks.exe. What was the name given to the new task?
o1-high 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-high Wins
T1059.007
On a Windows endpoint, wscript.exe was used to run a JScript. Identify the exact script path passed to wscript.
o1-high 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-high 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-high 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-high Wins
T1082
Windows: Investigate PowerShell process events for instances where a web client fetched and executed an external host-survey tool. What was the name of the script file that was downloaded and run?
o1-high 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-high Wins
T1082
Review Windows process logs to find which built-in command was executed to reveal the system’s hostname.
o1-high 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-high 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-high 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-high 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-high Wins
T1201
On a Linux system, logs show that the password expiration settings file was accessed. Identify which command was executed to list its contents.
o1-high 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.
o1-high 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-high Wins
T1497.003
On a Linux host, identify any processes that used ping with a large count value to introduce a delay before launching another process. What was the command executed immediately after the ping delay?
o1-high Wins
Page 1 of 8

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