gpt-5-nano-medium vs o4-mini-high KQL Benchmark
o4-mini-high wins by 28.1%
Compared on 185 shared test questions
Overall Accuracy
gpt-5-nano-medium
23.8%
44 / 185 correct
o4-mini-high
51.9%
96 / 185 correct
Average Cost per Query
gpt-5-nano-medium: $0.0069
o4-mini-high: $0.0322
o4-mini-high costs 363.4% more
Average Execution Time
gpt-5-nano-medium: 65.07s
o4-mini-high: 68.56s
o4-mini-high takes 5.4% 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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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? | ✓ | ✗ | gpt-5-nano-medium 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-medium 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-medium 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-medium Wins |
T1082 | Review Windows process logs to find which built-in command was executed to reveal the system’s hostname. | ✓ | ✗ | gpt-5-nano-medium Wins |
T1112 | A Windows host logs a change to the Terminal Server registry key disabling single-session per user. Which command-line utility executed this registry modification? | ✓ | ✗ | gpt-5-nano-medium Wins |
T1112 | On Windows systems, disabling RDP via the registry generates registry write events. Investigate registry event logs for modifications under the Terminal Server configuration path. What is the name of the registry value that was changed to disable Remote Desktop Protocol? | ✓ | ✗ | gpt-5-nano-medium Wins |
T1124 | On a Linux host, an activity was recorded where the local clock and timezone were queried. Review the available process execution logs to uncover what full command was run to fetch the system time and timezone. | ✓ | ✗ | gpt-5-nano-medium 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-medium Wins |
T1546 | Investigate registry modifications on Windows that reveal when cmd.exe persistence was configured via the CommandProcessor AutoRun key. What command was configured under the AutoRun value? | ✓ | ✗ | gpt-5-nano-medium Wins |
T1547.014 | Windows registry events show that a new key under the Active Setup Installed Components branch was added to launch a payload immediately via runonce.exe. Which component name was created? | ✓ | ✗ | gpt-5-nano-medium 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-medium 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-medium 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-medium 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-5-nano-medium 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. | ✗ | ✓ | 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 |
T1027 | On a Windows endpoint, look for evidence of a base64-encoded PowerShell payload execution. Which executable launched the encoded command? | ✗ | ✓ | o4-mini-high 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. | ✗ | ✓ | o4-mini-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? | ✗ | ✓ | o4-mini-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 | 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. | ✗ | ✓ | 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 |
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. | ✗ | ✓ | 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 |
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