gemini-2.5-flash-preview-04-17 vs o4-mini-high KQL Benchmark

Performance Tied

Compared on 188 shared test questions

Overall Accuracy

gemini-2.5-flash-preview-04-17

51.1%

96 / 188 correct

o4-mini-high

51.1%

96 / 188 correct

Average Cost per Query

gemini-2.5-flash-preview-04-17: $0.0203
o4-mini-high: $0.0322
o4-mini-high costs 58.4% more

Average Execution Time

gemini-2.5-flash-preview-04-17: 22.37s
o4-mini-high: 68.56s
o4-mini-high takes 206.6% 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?
gemini-2.5-flash-preview-04-17 Wins
T1003.001
Using Windows process event logs, investigate PowerShell activity around lsass.exe memory capture. What was the name of the script file invoked to perform the dump?
gemini-2.5-flash-preview-04-17 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?
gemini-2.5-flash-preview-04-17 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?
gemini-2.5-flash-preview-04-17 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?
gemini-2.5-flash-preview-04-17 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?
gemini-2.5-flash-preview-04-17 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.
gemini-2.5-flash-preview-04-17 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?
gemini-2.5-flash-preview-04-17 Wins
T1059.007
On a Windows endpoint, wscript.exe was used to run a JScript. Identify the exact script path passed to wscript.
gemini-2.5-flash-preview-04-17 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?
gemini-2.5-flash-preview-04-17 Wins
T1059.004
On a Linux system, analyze the process logs for suspicious command line activity that includes a sequence of commands indicating a pipe-to-shell operation. Identify the tool that was used to execute this piped command, paying special attention to its use in downloading and running script content.
gemini-2.5-flash-preview-04-17 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.
gemini-2.5-flash-preview-04-17 Wins
T1070.003
On a Linux endpoint, you suspect malicious clearing of the bash history by redirecting from the null device. Explore process or file events to uncover the exact shell command that performed this action.
gemini-2.5-flash-preview-04-17 Wins
T1082
Review Windows process logs to find which built-in command was executed to reveal the system’s hostname.
gemini-2.5-flash-preview-04-17 Wins
T1112
Review registry event logs on the Windows host for PowerShell-driven writes to system policy and file system keys. Which registry value names were created during this BlackByte preparation simulation?
gemini-2.5-flash-preview-04-17 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.
gemini-2.5-flash-preview-04-17 Wins
T1112
On a Windows device, examine registry event logs for modifications under the System policies path. Determine which registry value name was altered to disable the shutdown button at login.
gemini-2.5-flash-preview-04-17 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?
gemini-2.5-flash-preview-04-17 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.
gemini-2.5-flash-preview-04-17 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?
gemini-2.5-flash-preview-04-17 Wins
T1218.011
You notice rundll32.exe being used with desk.cpl,InstallScreenSaver on a Windows endpoint. Investigate your process creation logs to find which .scr file was loaded by this unusual invocation.
gemini-2.5-flash-preview-04-17 Wins
T1217
An attacker leveraged a PowerShell command on a Windows host to enumerate browser bookmark files across all user profiles. Examine the process execution logs to determine the exact filename that was being searched for.
gemini-2.5-flash-preview-04-17 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?
gemini-2.5-flash-preview-04-17 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.
gemini-2.5-flash-preview-04-17 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?
gemini-2.5-flash-preview-04-17 Wins
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