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

o3-mini-high wins by 0.5%

Compared on 188 shared test questions

Overall Accuracy

o3-mini-high

51.6%

97 / 188 correct

o4-mini-high

51.1%

96 / 188 correct

Average Cost per Query

o3-mini-high: $0.0262
o4-mini-high: $0.0322
o4-mini-high costs 23.0% more

Average Execution Time

o3-mini-high: 33.17s
o4-mini-high: 68.56s
o4-mini-high takes 106.7% 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
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?
o3-mini-high 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.
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
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?
o3-mini-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?
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
T1059.007
On a Windows endpoint, wscript.exe was used to run a JScript. Identify the exact script path passed to wscript.
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
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?
o3-mini-high Wins
T1082
Review Windows process logs to find which built-in command was executed to reveal the system’s hostname.
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
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.
o3-mini-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?
o3-mini-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.
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
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
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
T1548.002
On a Windows system, a registry event shows the EnableLUA value under the System policies key was set to 0, effectively disabling UAC. Which utility carried out this change?
o3-mini-high Wins
T1548.002
On a Windows endpoint, someone may have disabled the secure desktop for elevation prompts by modifying a registry setting. Review the registry event logs to identify which registry value name was changed to 0.
o3-mini-high Wins
T1548.002
A Windows host shows a registry write under DeviceRegistryEvents affecting the System policy path. Investigate entries where the data is set to ‘0’ and determine which registry value was modified to turn off UAC consent prompts.
o3-mini-high Wins
T1548.001
Investigate Linux process or syslog records to find any invocation of the 'find' utility used to scan /usr/bin for files with the setuid bit. What was the full command executed?
o3-mini-high Wins
Page 1 of 8

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