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

o3-mini-low wins by 0.5%

Compared on 188 shared test questions

Overall Accuracy

o3-mini-low

51.6%

97 / 188 correct

o4-mini-high

51.1%

96 / 188 correct

Average Cost per Query

o3-mini-low: $0.0279
o4-mini-high: $0.0322
o4-mini-high costs 15.5% more

Average Execution Time

o3-mini-low: 36.54s
o4-mini-high: 68.56s
o4-mini-high takes 87.6% 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-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?
o3-mini-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?
o3-mini-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?
o3-mini-low Wins
T1027
On a Linux system, identify the script that was generated by decoding a base64 data file and then executed. What was the filename of that script?
o3-mini-low 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-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.
o3-mini-low 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-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?
o3-mini-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?
o3-mini-low Wins
T1070.008
An attacker on Linux used bash to copy all files from /var/spool/mail into a newly created subdirectory before modifying them. What is the name of that subdirectory?
o3-mini-low Wins
T1082
Review Windows process logs to find which built-in command was executed to reveal the system’s hostname.
o3-mini-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?
o3-mini-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?
o3-mini-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.
o3-mini-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?
o3-mini-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.
o3-mini-low Wins
T1201
On Windows, an elevated SecEdit.exe process was observed exporting the local security policy. Review the process execution records to identify the name of the text file where the policy was saved.
o3-mini-low 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-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.
o3-mini-low 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-low 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-low 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-low 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-low Wins
T1552.001
A Linux system shows a 'find' command used to search within .aws directories. Which specific AWS credential filename was the attacker attempting to locate?
o3-mini-low Wins
Page 1 of 8

Explore individual model performance and detailed analysis