gpt-4.1-finetuned vs grok-3-beta KQL Benchmark
grok-3-beta wins by 22.9%
Compared on 188 shared test questions
Overall Accuracy
gpt-4.1-finetuned
26.1%
49 / 188 correct
grok-3-beta
48.9%
92 / 188 correct
Average Cost per Query
gpt-4.1-finetuned: $0.0414
grok-3-beta: $0.0642
grok-3-beta costs 55.1% more
Average Execution Time
gpt-4.1-finetuned: 33.24s
grok-3-beta: 16.92s
gpt-4.1-finetuned takes 96.5% 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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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-4.1-finetuned 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-finetuned 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-finetuned Wins |
T1070.003 | On a Linux endpoint, you suspect malicious clearing of the bash history by redirecting from the null device. Explore process or file events to uncover the exact shell command that performed this action. | ✓ | ✗ | gpt-4.1-finetuned Wins |
T1112 | A Windows user’s registry was altered via a command-line tool to disable the lock workstation feature by adding a DWORD entry under the current user Policies\System key. Which registry value name was modified in this operation? | ✓ | ✗ | gpt-4.1-finetuned 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-4.1-finetuned 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-4.1-finetuned Wins |
T1217 | An attacker leveraged a PowerShell command on a Windows host to enumerate browser bookmark files across all user profiles. Examine the process execution logs to determine the exact filename that was being searched for. | ✓ | ✗ | gpt-4.1-finetuned Wins |
T1201 | On a Linux system, logs show that the password expiration settings file was accessed. Identify which command was executed to list its contents. | ✓ | ✗ | gpt-4.1-finetuned Wins |
T1218.011 | You notice rundll32.exe being used with desk.cpl,InstallScreenSaver on a Windows endpoint. Investigate your process creation logs to find which .scr file was loaded by this unusual invocation. | ✓ | ✗ | gpt-4.1-finetuned Wins |
T1560 | Windows system logs show PowerShell zipping up the contents of a user’s profile folder. Investigate process and file events to determine the exact name of the ZIP archive created. | ✓ | ✗ | gpt-4.1-finetuned Wins |
T1562.004 | Investigate Linux process execution logs for any use of iptables that removes a rule blocking outbound FTP traffic. What full command was issued to delete this rule? | ✓ | ✗ | gpt-4.1-finetuned Wins |
T1562.012 | On a Linux host, auditing has been turned off. Review process execution or syslog data to determine which command was executed to disable the audit subsystem. | ✓ | ✗ | gpt-4.1-finetuned Wins |
T1614.001 | During investigation of a Linux device, you see evidence of a process that reports system locale details. Identify the tool used. | ✓ | ✗ | gpt-4.1-finetuned Wins |
T1614.001 | On a Windows device, an attacker ran a PowerShell script to collect system settings including UI language and locale. Identify which cmdlet in the command line was used to obtain the system locale. | ✓ | ✗ | gpt-4.1-finetuned Wins |
T1614.001 | In a Windows environment, locate any occurrences where an elevated DISM utility was run to enumerate the system’s international (locale) settings. What was the exact command line used? | ✓ | ✗ | gpt-4.1-finetuned Wins |
T1614.001 | Using Linux process or syslog logs, identify the executable that was run to output the system's locale information. | ✓ | ✗ | gpt-4.1-finetuned 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? | ✗ | ✓ | grok-3-beta 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. | ✗ | ✓ | grok-3-beta 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? | ✗ | ✓ | grok-3-beta 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? | ✗ | ✓ | grok-3-beta 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? | ✗ | ✓ | grok-3-beta 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? | ✗ | ✓ | grok-3-beta 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? | ✗ | ✓ | grok-3-beta 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? | ✗ | ✓ | grok-3-beta Wins |
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