gpt-5-mini-medium vs o4-mini-high KQL Benchmark

o4-mini-high wins by 5.9%

Compared on 187 shared test questions

Overall Accuracy

gpt-5-mini-medium

45.5%

85 / 187 correct

o4-mini-high

51.3%

96 / 187 correct

Average Cost per Query

gpt-5-mini-medium: $0.0150
o4-mini-high: $0.0322
o4-mini-high costs 114.3% more

Average Execution Time

gpt-5-mini-medium: 47.16s
o4-mini-high: 68.56s
o4-mini-high takes 45.4% longer
Question-by-Question Analysis

Question-by-Question Comparison

Detailed comparison showing where each model succeeded or failed

Showing 1 to 25 of 187 questions
Page 1 of 8
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?
gpt-5-mini-medium Wins
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?
gpt-5-mini-medium 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?
gpt-5-mini-medium 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?
gpt-5-mini-medium 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?
gpt-5-mini-medium 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?
gpt-5-mini-medium Wins
T1059.007
On a Windows endpoint, wscript.exe was used to run a JScript. Identify the exact script path passed to wscript.
gpt-5-mini-medium Wins
T1082
Review Windows process logs to find which built-in command was executed to reveal the system’s hostname.
gpt-5-mini-medium Wins
T1070.003
On a Linux endpoint, you suspect malicious clearing of the bash history by redirecting from the null device. Explore process or file events to uncover the exact shell command that performed this action.
gpt-5-mini-medium 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.
gpt-5-mini-medium 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?
gpt-5-mini-medium 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?
gpt-5-mini-medium 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.
gpt-5-mini-medium 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.
gpt-5-mini-medium Wins
T1120
Review Windows process and PowerShell activity for commands that enumerate PnP entities through WMI. Which PowerShell cmdlet was invoked to perform this hardware inventory?
gpt-5-mini-medium 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.
gpt-5-mini-medium 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.
gpt-5-mini-medium Wins
T1546.004
On Linux, review file events for changes in the system-wide shell profile directory. Determine the name of the script file in /etc/profile.d that shows evidence of an unauthorized append.
gpt-5-mini-medium 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.
gpt-5-mini-medium Wins
T1547
A Windows host shows a process launching with install-driver switches, likely signaling malicious driver deployment. What is the name of the tool that was executed?
gpt-5-mini-medium 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?
gpt-5-mini-medium 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.
gpt-5-mini-medium Wins
T1547.002
A Windows host shows a suspicious registry change under the LSA hive. Review recent registry events to locate any new entries under Authentication Packages and determine the name of the DLL the attacker added.
gpt-5-mini-medium 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.
gpt-5-mini-medium 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?
gpt-5-mini-medium Wins
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