gpt-35-turbo vs gpt-4.1-mini KQL Benchmark
gpt-4.1-mini wins by 24.5%
Compared on 188 shared test questions
Overall Accuracy
gpt-35-turbo
17.0%
32 / 188 correct
gpt-4.1-mini
41.5%
78 / 188 correct
Average Cost per Query
gpt-35-turbo: $0.0093
gpt-4.1-mini: $0.0057
gpt-35-turbo costs 62.7% more
Average Execution Time
gpt-35-turbo: 4.57s
gpt-4.1-mini: 14.13s
gpt-4.1-mini takes 209.4% 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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T1021.006 | On Windows hosts, look through recent PowerShell execution records to find any elevated session where remote management was turned on. What exact command was run to enable PSRemoting? | ✓ | ✗ | gpt-35-turbo 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-35-turbo 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-35-turbo 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? | ✓ | ✗ | gpt-35-turbo 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? | ✓ | ✗ | gpt-35-turbo Wins |
T1124 | In Windows process event logs, you notice both the net time and w32tm commands being executed to display the system time and timezone. Which executor name from the test configuration was responsible for launching these utilities? | ✓ | ✗ | gpt-35-turbo Wins |
T1124 | An analyst reviewing Windows process logs wants to spot instances where a native time tool was repurposed to introduce a delay. Which full W32tm invocation, including the stripchart and period flags, appears in the logs? | ✓ | ✗ | gpt-35-turbo Wins |
T1218.004 | Review Windows process creation events for evidence of a .NET assembly being installed. Which executable was launched with an "/action=install" argument? | ✓ | ✗ | gpt-35-turbo 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-35-turbo 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-35-turbo Wins |
T1555.003 | On a Windows system, PowerShell was used to gather multiple browser credential files into a temp folder and then archive them. What was the name of the resulting ZIP file? | ✓ | ✗ | gpt-35-turbo Wins |
T1003.005 | On Windows devices, identify the full command used when the built-in credential manager utility was invoked to list stored credentials. What was the exact command? | ✗ | ✓ | gpt-4.1-mini 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-4.1-mini Wins |
T1003 | On a Windows host, an attacker leveraged COMSVCS.DLL via rundll32.exe to dump the memory of svchost.exe into a file under the Temp directory. Review the file creation logs to determine the exact name of the dump file that was generated. | ✗ | ✓ | gpt-4.1-mini Wins |
T1016.001 | An analyst notices a PowerShell process on a Windows host that appears to be checking SMB connectivity. Which PowerShell cmdlet was executed to perform this outbound port 445 test? | ✗ | ✓ | gpt-4.1-mini Wins |
T1018 | A Windows host executed an ICMP-based network reconnaissance using a looping instruction in cmd.exe. Identify the exact command line that was used to perform the ping sweep. | ✗ | ✓ | gpt-4.1-mini 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-4.1-mini 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. | ✗ | ✓ | gpt-4.1-mini Wins |
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 |
T1039 | On a Windows system, someone ran PowerShell to copy a file from a remote machine’s C$ share to the local TEMP folder. Using process event logs, what full PowerShell command was executed to perform this action? | ✗ | ✓ | gpt-4.1-mini Wins |
T1048.003 | A Linux host briefly hosted an HTTP service under /tmp. Examine process creation logs to determine the exact python3 command that was used to start the server on port 9090. | ✗ | ✓ | gpt-4.1-mini Wins |
T1053.003 | Linux hosts may log events when new files are added to /var/spool/cron/crontabs. Query those logs for a creation or write action in that directory and determine the file name that was added. | ✗ | ✓ | gpt-4.1-mini Wins |
T1057 | On a Windows device, PowerShell was used to collect a snapshot of running processes. Identify the exact cmdlet that was executed. | ✗ | ✓ | gpt-4.1-mini Wins |
T1057 | A Windows endpoint recorded a command-line activity through cmd.exe that lists all running processes. Determine which built-in tool was executed to perform this action. | ✗ | ✓ | 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 |
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