o4-mini-high vs o4-mini-low KQL Benchmark

o4-mini-high wins by 8.0%

Compared on 188 shared test questions

Overall Accuracy

o4-mini-high

51.1%

96 / 188 correct

o4-mini-low

43.1%

81 / 188 correct

Average Cost per Query

o4-mini-high: $0.0322
o4-mini-low: $0.0311
o4-mini-high costs 3.6% more

Average Execution Time

o4-mini-high: 68.56s
o4-mini-low: 73.44s
o4-mini-low takes 7.1% 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
On a Windows host, an attacker leveraged COMSVCS.DLL via rundll32.exe to dump the memory of svchost.exe into a file under the Temp directory. Review the file creation logs to determine the exact name of the dump file that was generated.
o4-mini-high Wins
T1016.001
On a Linux host, a ping command was executed to test internet connectivity. Determine which IP address was used as the ping target.
o4-mini-high Wins
T1027
On a Windows endpoint, look for evidence of a base64-encoded PowerShell payload execution. Which executable launched the encoded command?
o4-mini-high Wins
T1048.003
Windows process creation logs show a PowerShell-driven file transfer to an FTP service. Which executable was leveraged to perform this exfiltration?
o4-mini-high Wins
T1057
A malicious actor may attempt to list running processes on a Windows machine using a WMI-based command. Review the process creation events to find out which utility was invoked to perform this enumeration.
o4-mini-high Wins
T1053.006
Examine the logs from the Linux system for events related to the systemd timer activation. Identify any records indicating that a new timer unit was started and enabled, and determine which timer name was used.
o4-mini-high Wins
T1057
On a Windows host, investigate process events to find when Task Manager was launched via cmd with an unusual flag. What was the full command executed?
o4-mini-high Wins
T1059.004
During a Linux investigation, you notice processes spawning curl and wget commands that pull a script from a remote GitHub raw URL and pipe it into bash. Identify the name of the script that was retrieved and executed.
o4-mini-high Wins
T1059.004
On a Linux host, identify the process invocation that altered a user’s login shell. What was the full command used?
o4-mini-high Wins
T1069.001
Review recent Windows process event logs for PowerShell activity that suggests local group enumeration through WMI. What exact command was executed?
o4-mini-high Wins
T1070.004
While reviewing Windows process events, you observe a command that recursively deleted a folder under the temporary directory. Use the process event data to identify which process or tool executed this recursive delete.
o4-mini-high Wins
T1070.004
Suspiciously, the recycle bin appears empty system-wide. Determine which command was executed on Windows to clear the system's recycle bin directory, including any switches and environment variables.
o4-mini-high Wins
T1070.006
On a Linux system, attackers may use timestamp manipulation to hide malicious changes. Investigate relevant logs to identify which file’s modification timestamp was altered by such a command.
o4-mini-high Wins
T1070.004
A Linux host executed a native utility to overwrite and then remove a temporary file in one step. Identify the name of the file that was securely deleted by this action.
o4-mini-high Wins
T1070
A suspicious actor appears to have removed the USN change journal on a Windows workstation. Investigate process start records to find out exactly which command was used to delete the journal. What was the full command line invoked?
o4-mini-high Wins
T1070.003
On a Windows device, there’s evidence that PowerShell history was wiped by deleting the history file. What was the exact command used to perform this action?
o4-mini-high Wins
T1090.003
On a Linux endpoint, a command was executed to start a proxy service commonly used for onion routing. Identify the name of the service that was launched to enable this proxy functionality.
o4-mini-high Wins
T1082
A Windows system shows a cmd.exe process spawn that appears to have been used for environment discovery. Review the process creation records to identify the exact command the adversary ran to enumerate environment variables.
o4-mini-high Wins
T1090.001
Analyze the system logs for changes that indicate the addition of a port proxy configuration via registry key alteration. Identify which port number was set to listen.
o4-mini-high Wins
T1112
Evidence shows that the Windows Defender startup entry was tampered with via an elevated command prompt. Investigate registry events related to the Run key to discover which executable replaced the default SecurityHealth value. What is the name of the new program?
o4-mini-high Wins
T1082
A user‐space process on a Linux device invoked a shell to capture and display the system’s environment variables and path. Which exact command was used to perform this discovery?
o4-mini-high Wins
T1112
A Windows user’s registry was altered via a command-line tool to disable the lock workstation feature by adding a DWORD entry under the current user Policies\System key. Which registry value name was modified in this operation?
o4-mini-high Wins
T1201
Windows systems may be probed for their password policy settings using a native command-line tool. Determine which command was executed to list the local password policy on the target hosts.
o4-mini-high Wins
T1197
A suspicious BITS transfer was orchestrated via bitsadmin.exe on Windows, creating a job to download and then execute a payload. Investigate the process event logs to determine what custom job name was specified when the BITS job was created.
o4-mini-high Wins
T1505.005
A suspicious registry change was made on a Windows system modifying the Terminal Services DLL path. Investigate registry events to find out which DLL file name was set as the ServiceDll value under TermService. What was the file name?
o4-mini-high Wins
Page 1 of 8

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