gpt-4-turbo-2024-04-09 vs o1-low KQL Benchmark
o1-low wins by 23.9%
Compared on 188 shared test questions
Overall Accuracy
gpt-4-turbo-2024-04-09
39.4%
74 / 188 correct
o1-low
63.3%
119 / 188 correct
Average Cost per Query
gpt-4-turbo-2024-04-09: $0.1737
o1-low: $0.4994
o1-low costs 187.5% more
Average Execution Time
gpt-4-turbo-2024-04-09: 16.84s
o1-low: 50.90s
o1-low takes 202.3% longer
Question-by-Question Analysis
Question-by-Question Comparison
Detailed comparison showing where each model succeeded or failed
Showing 1 to 25 of 188 questions
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T1036.003 | In a Linux environment, you observe a process labeled like the cron daemon but running from an unexpected path. Investigate creation events to uncover the actual filename used by this fake cron process. | ✓ | ✗ | gpt-4-turbo-2024-04-09 Wins |
T1039 | On a Windows system, someone ran PowerShell to copy a file from a remote machine’s C$ share to the local TEMP folder. Using process event logs, what full PowerShell command was executed to perform this action? | ✓ | ✗ | gpt-4-turbo-2024-04-09 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-turbo-2024-04-09 Wins |
T1059.004 | On a Linux system, review process execution records for any shell process that set an environment variable containing executable code and then piped it into another shell instance. Determine which environment variable name was used to store the script content. | ✓ | ✗ | gpt-4-turbo-2024-04-09 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-4-turbo-2024-04-09 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-turbo-2024-04-09 Wins |
T1082 | On Windows systems, identify when the built-in Shadow Copy utility is used to enumerate existing snapshots. What was the full command executed? | ✓ | ✗ | gpt-4-turbo-2024-04-09 Wins |
T1082 | A Windows system shows a cmd.exe process spawn that appears to have been used for environment discovery. Review the process creation records to identify the exact command the adversary ran to enumerate environment variables. | ✓ | ✗ | gpt-4-turbo-2024-04-09 Wins |
T1542.001 | Investigate Windows file creation logs to uncover any new executable added directly to the System32 directory, which may indicate a UEFI persistence implant. What was the name of the file created? | ✓ | ✗ | gpt-4-turbo-2024-04-09 Wins |
T1531 | Within Windows process event logs, identify instances where the built-in net.exe utility is used to change a user account password. What was the new password argument passed in? | ✓ | ✗ | gpt-4-turbo-2024-04-09 Wins |
T1562.004 | On a Windows device, a new inbound firewall rule was created unexpectedly. Review process execution records to identify the command-line utility responsible for adding the rule. | ✓ | ✗ | gpt-4-turbo-2024-04-09 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-4-turbo-2024-04-09 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. | ✗ | ✓ | o1-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. | ✗ | ✓ | o1-low 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? | ✗ | ✓ | o1-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? | ✗ | ✓ | o1-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? | ✗ | ✓ | o1-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? | ✗ | ✓ | o1-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. | ✗ | ✓ | o1-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? | ✗ | ✓ | o1-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. | ✗ | ✓ | o1-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. | ✗ | ✓ | o1-low 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. | ✗ | ✓ | o1-low Wins |
T1057 | A malicious actor may attempt to list running processes on a Windows machine using a WMI-based command. Review the process creation events to find out which utility was invoked to perform this enumeration. | ✗ | ✓ | o1-low Wins |
T1059.004 | During a Linux investigation, you notice processes spawning curl and wget commands that pull a script from a remote GitHub raw URL and pipe it into bash. Identify the name of the script that was retrieved and executed. | ✗ | ✓ | o1-low Wins |
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