gpt-5-mini-low vs o1-high KQL Benchmark
o1-high wins by 17.6%
Compared on 187 shared test questions
Overall Accuracy
gpt-5-mini-low
46.0%
86 / 187 correct
o1-high
63.6%
119 / 187 correct
Average Cost per Query
gpt-5-mini-low: $0.0146
o1-high: $0.5239
o1-high costs 3489.1% more
Average Execution Time
gpt-5-mini-low: 54.72s
o1-high: 57.03s
o1-high takes 4.2% longer
Question-by-Question Analysis
Question-by-Question Comparison
Detailed comparison showing where each model succeeded or failed
Showing 1 to 25 of 187 questions
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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-5-mini-low Wins |
T1070.003 | On a Windows endpoint, commands are no longer being logged to PowerShell history, suggesting PSReadLine settings were altered. Using process execution logs, determine the exact command that was run to set the history save style to 'SaveNothing'. | ✓ | ✗ | gpt-5-mini-low 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-5-mini-low 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-5-mini-low Wins |
T1120 | Review Windows process and PowerShell activity for commands that enumerate PnP entities through WMI. Which PowerShell cmdlet was invoked to perform this hardware inventory? | ✓ | ✗ | gpt-5-mini-low Wins |
T1120 | Review Windows process execution logs to find any native utility that was used to enumerate connected drives. Which utility was invoked? | ✓ | ✗ | gpt-5-mini-low 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-5-mini-low 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-5-mini-low Wins |
T1548.001 | A Linux host’s Syslog contains records of an elevated shell executing a command that granted group execute rights and enabled the SetGID bit on a file. Investigate the logs and report the name of the file whose group ID bit was modified. | ✓ | ✗ | gpt-5-mini-low Wins |
T1547 | A Windows host shows a process launching with install-driver switches, likely signaling malicious driver deployment. What is the name of the tool that was executed? | ✓ | ✗ | gpt-5-mini-low Wins |
T1217 | On Linux, review the process execution logs to uncover when Chromium’s bookmark JSON files were being located and the results persisted. Focus on shell commands that search under .config/chromium and write output to a file. What was the filename used to save the findings? | ✓ | ✗ | gpt-5-mini-low Wins |
T1546.004 | Investigate recent file modification events on Linux that could reveal an adversary appending commands to a user’s ~/.profile for persistence. Determine the exact command that was added. | ✓ | ✗ | gpt-5-mini-low Wins |
T1546.004 | On Linux, review file events for changes in the system-wide shell profile directory. Determine the name of the script file in /etc/profile.d that shows evidence of an unauthorized append. | ✓ | ✗ | gpt-5-mini-low 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-5-mini-low Wins |
T1560.001 | A Linux host may have undergone automated data collection and compression right before sensitive information is exfiltrated. Using process execution logs, determine which archive file name was created when the tar utility was run with gzip compression. | ✓ | ✗ | gpt-5-mini-low 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. | ✗ | ✓ | o1-high 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. | ✗ | ✓ | o1-high 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-high Wins |
T1053.005 | On a Windows host, find any scheduled task that was registered using PowerShell native cmdlets instead of schtasks.exe. What was the name given to the new task? | ✗ | ✓ | o1-high 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? | ✗ | ✓ | o1-high 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-high Wins |
T1059.004 | An analyst suspects that a restricted shell escape was executed using a common Perl package manager on Linux. Review the process execution records to determine which tool was invoked to spawn the shell. | ✗ | ✓ | o1-high Wins |
T1057 | On a Windows device, review the process execution logs to find instances where a built-in listing tool was piped into a string filter. Identify the process name that the attacker was searching for. | ✗ | ✓ | o1-high Wins |
T1070.004 | While reviewing Windows process events, you observe a command that recursively deleted a folder under the temporary directory. Use the process event data to identify which process or tool executed this recursive delete. | ✗ | ✓ | o1-high Wins |
T1112 | Evidence shows that the Windows Defender startup entry was tampered with via an elevated command prompt. Investigate registry events related to the Run key to discover which executable replaced the default SecurityHealth value. What is the name of the new program? | ✗ | ✓ | o1-high Wins |
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