gpt-5-nano-medium vs o1-low KQL Benchmark
o1-low wins by 38.9%
Compared on 185 shared test questions
Overall Accuracy
gpt-5-nano-medium
23.8%
44 / 185 correct
o1-low
62.7%
116 / 185 correct
Average Cost per Query
gpt-5-nano-medium: $0.0069
o1-low: $0.4994
o1-low costs 7087.3% more
Average Execution Time
gpt-5-nano-medium: 65.07s
o1-low: 50.90s
gpt-5-nano-medium takes 27.8% longer
Question-by-Question Analysis
Question-by-Question Comparison
Detailed comparison showing where each model succeeded or failed
Showing 1 to 25 of 185 questions
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T1036.003 | In a Linux environment, you observe a process labeled like the cron daemon but running from an unexpected path. Investigate creation events to uncover the actual filename used by this fake cron process. | ✓ | ✗ | gpt-5-nano-medium Wins |
T1039 | On a Windows system, someone ran PowerShell to copy a file from a remote machine’s C$ share to the local TEMP folder. Using process event logs, what full PowerShell command was executed to perform this action? | ✓ | ✗ | gpt-5-nano-medium 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-5-nano-medium 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-nano-medium 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-5-nano-medium Wins |
T1548.001 | A Linux system shows a shell invocation that appears to be searching for files with elevated group permissions. Using the available process execution logs, determine exactly what command was run. | ✓ | ✗ | gpt-5-nano-medium 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-5-nano-medium Wins |
T1622 | On the Windows device, a security check was run to detect debugger processes via PowerShell. Which tool (process) carried out this check? | ✓ | ✗ | gpt-5-nano-medium 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 |
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? | ✗ | ✓ | 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 |
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-low Wins |
T1027 | On a Windows endpoint, look for evidence of a base64-encoded PowerShell payload execution. Which executable launched the encoded command? | ✗ | ✓ | o1-low 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. | ✗ | ✓ | 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 |
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 |
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-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 |
T1049 | A user launched a Windows command prompt and executed a built-in utility to enumerate all active network connections. Using process creation logs, identify the exact tool that produced the list of current connections. | ✗ | ✓ | 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 |
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? | ✗ | ✓ | o1-low Wins |
T1049 | In a Windows log analytics workspace, search for PowerShell processes that were used to enumerate network connections. Determine which PowerShell cmdlet was executed to list active TCP connections. | ✗ | ✓ | o1-low Wins |
T1048.003 | Windows process creation logs show a PowerShell-driven file transfer to an FTP service. Which executable was leveraged to perform this exfiltration? | ✗ | ✓ | 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 |
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? | ✗ | ✓ | o1-low Wins |
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