o3-mini-high vs o4-mini-low KQL Benchmark

o3-mini-high wins by 8.5%

Compared on 188 shared test questions

Overall Accuracy

o3-mini-high

51.6%

97 / 188 correct

o4-mini-low

43.1%

81 / 188 correct

Average Cost per Query

o3-mini-high: $0.0262
o4-mini-low: $0.0311
o4-mini-low costs 18.7% more

Average Execution Time

o3-mini-high: 33.17s
o4-mini-low: 73.44s
o4-mini-low takes 121.4% 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
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.
o3-mini-high 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?
o3-mini-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.
o3-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.
o3-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?
o3-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.
o3-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?
o3-mini-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?
o3-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.
o3-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.
o3-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?
o3-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.
o3-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.
o3-mini-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?
o3-mini-high 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?
o3-mini-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.
o3-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.
o3-mini-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.
o3-mini-high Wins
T1197
On a Windows system, a non-standard image downloader was used to fetch a remote file by passing a URL to a lockscreen utility. Identify the executable responsible for launching that activity.
o3-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.
o3-mini-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?
o3-mini-high Wins
T1546.003
On a Windows endpoint, an attacker ran a PowerShell sequence to establish a WMI event subscription using CommandLineEventConsumer. Inspect the process or script execution logs to uncover which executable was set to run by this subscription.
o3-mini-high Wins
T1546
Investigate registry modifications on Windows that reveal when cmd.exe persistence was configured via the CommandProcessor AutoRun key. What command was configured under the AutoRun value?
o3-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?
o3-mini-high Wins
T1552.003
A Linux user’s bash history was searched for patterns like ‘pass’ and ‘ssh’, and the matching lines were redirected into a new file. Determine the name of that file.
o3-mini-high Wins
Page 1 of 8

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