gpt-35-turbo vs gpt-4.1 KQL Benchmark
gpt-4.1 wins by 44.7%
Compared on 188 shared test questions
Overall Accuracy
gpt-35-turbo
17.0%
32 / 188 correct
gpt-4.1
61.7%
116 / 188 correct
Average Cost per Query
gpt-35-turbo: $0.0093
gpt-4.1: $0.0285
gpt-4.1 costs 206.3% more
Average Execution Time
gpt-35-turbo: 4.57s
gpt-4.1: 9.95s
gpt-4.1 takes 117.8% 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
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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 |
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 |
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 |
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 |
T1003.001 | 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-4.1 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 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 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 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-4.1 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-4.1 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-4.1 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-4.1 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? | ✗ | ✓ | gpt-4.1 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 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 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-4.1 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-4.1 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 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 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 Wins |
T1053.005 | On Windows, review recent registry changes to detect when the MSC file association was hijacked by a reg add operation. What executable file was configured as the default command under HKCU\Software\Classes\mscfile\shell\open\command? | ✗ | ✓ | gpt-4.1 Wins |
T1053.006 | Examine the logs from the Linux system for events related to the systemd timer activation. Identify any records indicating that a new timer unit was started and enabled, and determine which timer name was used. | ✗ | ✓ | gpt-4.1 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 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? | ✗ | ✓ | gpt-4.1 Wins |
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