gpt-4.1-mini vs o1-high KQL Benchmark
o1-high wins by 21.8%
Compared on 188 shared test questions
Overall Accuracy
gpt-4.1-mini
41.5%
78 / 188 correct
o1-high
63.3%
119 / 188 correct
Average Cost per Query
gpt-4.1-mini: $0.0057
o1-high: $0.5239
o1-high costs 9060.4% more
Average Execution Time
gpt-4.1-mini: 14.13s
o1-high: 57.03s
o1-high takes 303.5% 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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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 |
T1069.001 | Investigate Windows process execution logs for a PowerShell cmdlet used to list group members. Look for entries where a group name is provided after a '-Name' flag and identify which group was queried. | ✓ | ✗ | 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 |
T1070.003 | On a Windows device, there’s evidence that PowerShell history was wiped by deleting the history file. What was the exact command used to perform this action? | ✓ | ✗ | 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 |
T1082 | A Windows system shows a cmd.exe process spawn that appears to have been used for environment discovery. Review the process creation records to identify the exact command the adversary ran to enumerate environment variables. | ✓ | ✗ | 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 |
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 |
T1542.001 | Investigate Windows file creation logs to uncover any new executable added directly to the System32 directory, which may indicate a UEFI persistence implant. What was the name of the file created? | ✓ | ✗ | 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 |
T1555 | On Windows, review PowerShell process events to spot where a remote .ps1 was fetched and run to pull vault credentials. Determine the name of the script file that was downloaded. | ✓ | ✗ | gpt-4.1-mini 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? | ✗ | ✓ | o1-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. | ✗ | ✓ | o1-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. | ✗ | ✓ | o1-high Wins |
T1018 | Review Linux process execution records for any commands that list TCP metric cache entries and filter out loopback interfaces. Which utility was used? | ✗ | ✓ | o1-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? | ✗ | ✓ | o1-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. | ✗ | ✓ | o1-high 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? | ✗ | ✓ | o1-high Wins |
T1053.005 | On a Windows host, find any scheduled task that was registered using PowerShell native cmdlets instead of schtasks.exe. What was the name given to the new task? | ✗ | ✓ | o1-high Wins |
T1057 | On a Windows host, investigate process events to find when Task Manager was launched via cmd with an unusual flag. What was the full command executed? | ✗ | ✓ | o1-high Wins |
T1057 | A malicious actor may attempt to list running processes on a Windows machine using a WMI-based command. Review the process creation events to find out which utility was invoked to perform this enumeration. | ✗ | ✓ | o1-high Wins |
T1057 | On a Windows device, review the process execution logs to find instances where a built-in listing tool was piped into a string filter. Identify the process name that the attacker was searching for. | ✗ | ✓ | o1-high Wins |
T1057 | While reviewing Windows process events, you spot a PowerShell process executing a WMI enumeration cmdlet. What WMI class name did the attacker query? | ✗ | ✓ | o1-high Wins |
T1059.004 | On a Linux system, find any process creation record where awk is used with a BEGIN rule to launch a shell. What was the exact command invoked? | ✗ | ✓ | o1-high Wins |
T1059.007 | On a Windows endpoint, wscript.exe was used to run a JScript. Identify the exact script path passed to wscript. | ✗ | ✓ | o1-high Wins |
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