gpt-35-turbo vs o4-mini-low KQL Benchmark
o4-mini-low wins by 26.1%
Compared on 188 shared test questions
Overall Accuracy
gpt-35-turbo
17.0%
32 / 188 correct
o4-mini-low
43.1%
81 / 188 correct
Average Cost per Query
gpt-35-turbo: $0.0093
o4-mini-low: $0.0311
o4-mini-low costs 234.0% more
Average Execution Time
gpt-35-turbo: 4.57s
o4-mini-low: 73.44s
o4-mini-low takes 1507.8% 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
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 |
T1027 | On a Windows endpoint, look for evidence of a base64-encoded PowerShell payload execution. Which executable launched the encoded command? | ✓ | ✗ | gpt-35-turbo Wins |
T1048.003 | Windows process creation logs show a PowerShell-driven file transfer to an FTP service. Which executable was leveraged to perform this exfiltration? | ✓ | ✗ | 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 |
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 |
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-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 |
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-35-turbo Wins |
T1562 | Review Linux process execution logs to find where the system journal service was stopped. Which utility was invoked to disable journal logging? | ✓ | ✗ | gpt-35-turbo Wins |
T1614.001 | Using Linux process or syslog logs, identify the executable that was run to output the system's locale information. | ✓ | ✗ | 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? | ✗ | ✓ | o4-mini-low 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? | ✗ | ✓ | o4-mini-low 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. | ✗ | ✓ | o4-mini-low 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. | ✗ | ✓ | o4-mini-low 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? | ✗ | ✓ | o4-mini-low 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? | ✗ | ✓ | o4-mini-low 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. | ✗ | ✓ | o4-mini-low 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? | ✗ | ✓ | o4-mini-low 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. | ✗ | ✓ | o4-mini-low 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? | ✗ | ✓ | o4-mini-low 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? | ✗ | ✓ | o4-mini-low 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? | ✗ | ✓ | o4-mini-low 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. | ✗ | ✓ | o4-mini-low 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. | ✗ | ✓ | o4-mini-low Wins |
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