gpt-4.1-mini vs gpt-5-high KQL Benchmark

gpt-5-high wins by 21.8%

Compared on 188 shared test questions

Overall Accuracy

gpt-4.1-mini

41.5%

78 / 188 correct

gpt-5-high

63.3%

119 / 188 correct

Average Cost per Query

gpt-4.1-mini: $0.0057
gpt-5-high: $0.1529
gpt-5-high costs 2572.9% more

Average Execution Time

gpt-4.1-mini: 14.13s
gpt-5-high: 192.47s
gpt-5-high takes 1261.9% 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
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-4.1-mini Wins
T1059.004
Which full interactive shell command, as recorded in the Linux process logs, repeatedly echoed a distinctive marker message to the terminal?
gpt-4.1-mini Wins
T1059.004
An attacker on a Linux host may try to enumerate installed shells by reading the system file that lists valid shells. Using process or syslog data, determine which command was executed to perform this enumeration.
gpt-4.1-mini Wins
T1070.003
On a Windows endpoint, commands are no longer being logged to PowerShell history, suggesting PSReadLine settings were altered. Using process execution logs, determine the exact command that was run to set the history save style to 'SaveNothing'.
gpt-4.1-mini Wins
T1082
Using Linux process execution logs, identify the specific command that was used to filter loaded kernel modules for entries containing “vmw.” What was that full command?
gpt-4.1-mini Wins
T1120
Review Windows process execution logs to find any native utility that was used to enumerate connected drives. Which utility was invoked?
gpt-4.1-mini Wins
T1201
You are reviewing Linux syslog records on a CentOS/RHEL 7.x server. You notice entries for shell commands that access system configuration files under /etc/security. Determine exactly which configuration file was being inspected by the command.
gpt-4.1-mini 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.
gpt-4.1-mini Wins
T1217
On Linux, review the process execution logs to uncover when Chromium’s bookmark JSON files were being located and the results persisted. Focus on shell commands that search under .config/chromium and write output to a file. What was the filename used to save the findings?
gpt-4.1-mini 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?
gpt-4.1-mini 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.
gpt-4.1-mini Wins
T1555
On a Windows host, an external PowerShell script is fetched and run to harvest local Wi-Fi credentials. Investigate the process execution logs to find out what script file name was downloaded and invoked.
gpt-4.1-mini Wins
T1559
Investigating a Windows device, you suspect a non-standard executable was launched to set up a named pipe for client-server messaging. Determine the name of the executable that was run.
gpt-4.1-mini Wins
T1562.004
On a Windows device, a new inbound firewall rule was created unexpectedly. Review process execution records to identify the command-line utility responsible for adding the rule.
gpt-4.1-mini Wins
T1622
On the Windows device, a security check was run to detect debugger processes via PowerShell. Which tool (process) carried out this check?
gpt-4.1-mini Wins
T1007
An analyst suspects a user or script ran a service enumeration command on a Linux system. Review process events to find the service-listing invocation and specify the full command that was executed.
gpt-5-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.
gpt-5-high 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-high Wins
T1003.008
In a Linux environment, an elevated process was used to execute a command that read /etc/shadow and redirected its output to a file. Identify what file name was employed to store these results.
gpt-5-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.
gpt-5-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?
gpt-5-high Wins
T1036.003
A process is running under a familiar Windows host name but originates from a user's AppData folder rather than the System32 directory. Identify the filename used to masquerade the PowerShell binary on this Windows device.
gpt-5-high 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?
gpt-5-high Wins
T1036.004
Analyze Windows process events for any schtasks.exe commands that created a new task invoking PowerShell. What is the name of the .ps1 script specified to run?
gpt-5-high Wins
T1049
A user launched a Windows command prompt and executed a built-in utility to enumerate all active network connections. Using process creation logs, identify the exact tool that produced the list of current connections.
gpt-5-high Wins
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