o3-mini-low vs o4-mini-high KQL Benchmark
o3-mini-low wins by 0.5%
Compared on 188 shared test questions
Overall Accuracy
o3-mini-low
51.6%
97 / 188 correct
o4-mini-high
51.1%
96 / 188 correct
Average Cost per Query
o3-mini-low: $0.0279
o4-mini-high: $0.0322
o4-mini-high costs 15.5% more
Average Execution Time
o3-mini-low: 36.54s
o4-mini-high: 68.56s
o4-mini-high takes 87.6% 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
Page 1 of 8
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? | ✓ | ✗ | o3-mini-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? | ✓ | ✗ | o3-mini-low Wins |
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? | ✓ | ✗ | o3-mini-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? | ✓ | ✗ | o3-mini-low Wins |
T1027 | On a Linux system, identify the script that was generated by decoding a base64 data file and then executed. What was the filename of that script? | ✓ | ✗ | o3-mini-low 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. | ✓ | ✗ | o3-mini-low 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. | ✓ | ✗ | o3-mini-low Wins |
T1059.007 | On a Windows endpoint, wscript.exe was used to run a JScript. Identify the exact script path passed to wscript. | ✓ | ✗ | o3-mini-low Wins |
T1069.001 | On a Linux endpoint, process events reveal a chain of group‐enumeration utilities executed by a single session. Which utility was used to query the system’s group database? | ✓ | ✗ | o3-mini-low 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? | ✓ | ✗ | o3-mini-low Wins |
T1070.008 | An attacker on Linux used bash to copy all files from /var/spool/mail into a newly created subdirectory before modifying them. What is the name of that subdirectory? | ✓ | ✗ | o3-mini-low Wins |
T1082 | Review Windows process logs to find which built-in command was executed to reveal the system’s hostname. | ✓ | ✗ | o3-mini-low Wins |
T1082 | A Linux host was used to collect various system release files and kernel details, writing them into a single file under /tmp. What was the name of that output file? | ✓ | ✗ | o3-mini-low 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? | ✓ | ✗ | o3-mini-low 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. | ✓ | ✗ | o3-mini-low 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? | ✓ | ✗ | o3-mini-low 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. | ✓ | ✗ | o3-mini-low Wins |
T1201 | On Windows, an elevated SecEdit.exe process was observed exporting the local security policy. Review the process execution records to identify the name of the text file where the policy was saved. | ✓ | ✗ | o3-mini-low Wins |
T1201 | On a Linux system, logs show that the password expiration settings file was accessed. Identify which command was executed to list its contents. | ✓ | ✗ | o3-mini-low 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. | ✓ | ✗ | o3-mini-low 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? | ✓ | ✗ | o3-mini-low 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? | ✓ | ✗ | o3-mini-low 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. | ✓ | ✗ | o3-mini-low 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? | ✓ | ✗ | o3-mini-low Wins |
T1552.001 | A Linux system shows a 'find' command used to search within .aws directories. Which specific AWS credential filename was the attacker attempting to locate? | ✓ | ✗ | o3-mini-low Wins |
Page 1 of 8
Explore individual model performance and detailed analysis