gpt-5-nano-high vs o4-mini-high KQL Benchmark
o4-mini-high wins by 20.7%
Compared on 188 shared test questions
Overall Accuracy
gpt-5-nano-high
30.3%
57 / 188 correct
o4-mini-high
51.1%
96 / 188 correct
Average Cost per Query
gpt-5-nano-high: $0.0069
o4-mini-high: $0.0322
o4-mini-high costs 367.4% more
Average Execution Time
gpt-5-nano-high: 61.10s
o4-mini-high: 68.56s
o4-mini-high takes 12.2% 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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T1018 | On a Windows endpoint, review process creation logs to uncover when a built-in utility was used to reveal ARP entries. What exact command was used to list the ARP cache? | ✓ | ✗ | gpt-5-nano-high 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-5-nano-high Wins |
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-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. | ✓ | ✗ | gpt-5-nano-high Wins |
T1078.003 | On a Linux host, review account management activity in Syslog or process event logs to pinpoint which command was executed to create a new local user. What was the name of the tool invoked? | ✓ | ✗ | gpt-5-nano-high Wins |
T1112 | On a Windows host, registry events reveal that PowerShell modified a value under the WDigest provider. Identify the exact command line that performed this registry change. | ✓ | ✗ | gpt-5-nano-high Wins |
T1124 | A Windows host recorded a process that simply executes the system’s native time utility. Without spelling out the query, determine which command was run based on process creation events. | ✓ | ✗ | gpt-5-nano-high Wins |
T1134.001 | A Windows host logs show PowerShell fetching and executing a remote script to gain SeDebugPrivilege token duplication. Which Empire module was invoked? | ✓ | ✗ | gpt-5-nano-high Wins |
T1548.002 | On a Windows system, a registry event shows the EnableLUA value under the System policies key was set to 0, effectively disabling UAC. Which utility carried out this change? | ✓ | ✗ | gpt-5-nano-high 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-5-nano-high Wins |
T1548.001 | Investigate Linux process or syslog records to find any invocation of the 'find' utility used to scan /usr/bin for files with the setuid bit. What was the full command executed? | ✓ | ✗ | gpt-5-nano-high Wins |
T1548.002 | A Windows host shows a registry write under DeviceRegistryEvents affecting the System policy path. Investigate entries where the data is set to ‘0’ and determine which registry value was modified to turn off UAC consent prompts. | ✓ | ✗ | gpt-5-nano-high Wins |
T1555 | A security investigator suspects that someone attempted to dump stored web credentials on a Windows system using an in-built command-line tool. Review process creation logs to determine which executable was called to list the Web Credentials vault. | ✓ | ✗ | gpt-5-nano-high Wins |
T1559 | Investigating a Windows device, you suspect a non-standard executable was launched to set up a named pipe for client-server messaging. Determine the name of the executable that was run. | ✓ | ✗ | gpt-5-nano-high 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-5-nano-high Wins |
T1562.003 | During a Linux engagement, an operator exported HISTSIZE=0 to turn off shell history and then ran another utility. Using the DeviceProcessEvents table, identify the exact command executed immediately after the history was disabled. What was the command? | ✓ | ✗ | gpt-5-nano-high Wins |
T1562.012 | A Linux system’s audit framework appears to have been reset unexpectedly. Search your process execution records to identify which exact invocation removed all auditd rules. What full command was executed? | ✓ | ✗ | gpt-5-nano-high Wins |
T1564.002 | On Windows systems, identify any user account that was hidden by setting its value to 0 under the SpecialAccounts\\UserList registry key. What was the name of the hidden account? | ✓ | ✗ | gpt-5-nano-high 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. | ✗ | ✓ | o4-mini-high Wins |
T1003.008 | In a Linux environment, an elevated process was used to execute a command that read /etc/shadow and redirected its output to a file. Identify what file name was employed to store these results. | ✗ | ✓ | o4-mini-high 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. | ✗ | ✓ | o4-mini-high 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? | ✗ | ✓ | o4-mini-high 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. | ✗ | ✓ | o4-mini-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? | ✗ | ✓ | o4-mini-high 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. | ✗ | ✓ | o4-mini-high Wins |
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