gpt-35-turbo vs gpt-4.1-nano KQL Benchmark
gpt-4.1-nano wins by 7.4%
Compared on 188 shared test questions
Overall Accuracy
gpt-35-turbo
17.0%
32 / 188 correct
gpt-4.1-nano
24.5%
46 / 188 correct
Average Cost per Query
gpt-35-turbo: $0.0093
gpt-4.1-nano: $0.0014
gpt-35-turbo costs 559.9% more
Average Execution Time
gpt-35-turbo: 4.57s
gpt-4.1-nano: 10.78s
gpt-4.1-nano takes 136.0% 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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T1016.002 | On a Windows host, someone appears to have run a built-in network shell utility to list saved wireless network profiles and their passwords in clear text. Review the process creation logs to discover the exact command that was executed. | ✓ | ✗ | gpt-35-turbo Wins |
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 |
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 |
T1053.005 | You suspect malicious persistence via scheduled tasks on a Windows endpoint. Review the process execution logs to identify the built-in utility used to register tasks at logon or startup. What is the name of this utility? | ✓ | ✗ | 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 |
T1070.003 | On a Windows endpoint, review process execution logs to see if any PowerShell sessions were wiped clean. Which command was executed to clear the PowerShell history? | ✓ | ✗ | gpt-35-turbo 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-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 |
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 endpoint, someone may have disabled the secure desktop for elevation prompts by modifying a registry setting. Review the registry event logs to identify which registry value name was changed to 0. | ✓ | ✗ | gpt-35-turbo Wins |
T1548.002 | A Windows host shows a registry write under DeviceRegistryEvents affecting the System policy path. Investigate entries where the data is set to ‘0’ and determine which registry value was modified to turn off UAC consent prompts. | ✓ | ✗ | 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 |
T1614.001 | Windows process creation logs show a cmd.exe launch that retrieved the system’s locale code page. Which exact command was executed to discover the system language? | ✓ | ✗ | 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-nano 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-nano 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-nano 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-nano 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-nano 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-nano 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-nano Wins |
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