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
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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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