gemini-2.5-flash-preview-04-17 vs o3-mini-high KQL Benchmark
o3-mini-high wins by 0.5%
Compared on 188 shared test questions
Overall Accuracy
gemini-2.5-flash-preview-04-17
51.1%
96 / 188 correct
o3-mini-high
51.6%
97 / 188 correct
Average Cost per Query
gemini-2.5-flash-preview-04-17: $0.0203
o3-mini-high: $0.0262
o3-mini-high costs 28.8% more
Average Execution Time
gemini-2.5-flash-preview-04-17: 22.37s
o3-mini-high: 33.17s
o3-mini-high takes 48.3% longer
Question-by-Question Analysis
Question-by-Question Comparison
Detailed comparison showing where each model succeeded or failed
Showing 1 to 25 of 188 questions
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T1003 | On a Windows host, an attacker leveraged COMSVCS.DLL via rundll32.exe to dump the memory of svchost.exe into a file under the Temp directory. Review the file creation logs to determine the exact name of the dump file that was generated. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1003.001 | Using Windows process event logs, investigate PowerShell activity around lsass.exe memory capture. What was the name of the script file invoked to perform the dump? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1016.001 | An analyst notices a PowerShell process on a Windows host that appears to be checking SMB connectivity. Which PowerShell cmdlet was executed to perform this outbound port 445 test? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1039 | On a Windows system, someone ran PowerShell to copy a file from a remote machine’s C$ share to the local TEMP folder. Using process event logs, what full PowerShell command was executed to perform this action? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 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? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1057 | On a Windows device, PowerShell was used to collect a snapshot of running processes. Identify the exact cmdlet that was executed. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1057 | While reviewing Windows process events, you spot a PowerShell process executing a WMI enumeration cmdlet. What WMI class name did the attacker query? | ✓ | ✗ | 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 |
T1069.001 | Review recent Windows process event logs for PowerShell activity that suggests local group enumeration through WMI. What exact command was executed? | ✓ | ✗ | 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 |
T1070.004 | While reviewing Windows process events, you observe a command that recursively deleted a folder under the temporary directory. Use the process event data to identify which process or tool executed this recursive delete. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1070.004 | Suspiciously, the recycle bin appears empty system-wide. Determine which command was executed on Windows to clear the system's recycle bin directory, including any switches and environment variables. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1070.005 | On a Windows system, an attacker used the command prompt to remove one or more default administrative shares. Which share names were deleted? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1070.006 | On a Windows host, suspicious PowerShell activity adjusted the system clock and recorded a value. What numeric value was used to slip the system date? | ✓ | ✗ | 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 |
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 |
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 |
T1217 | An attacker is suspected of using the Windows shell to enumerate a user’s Internet Explorer bookmarks via the Favorites folder. Identify the exact command they executed to perform this listing. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1217 | On Linux, review the process execution logs to uncover when Chromium’s bookmark JSON files were being located and the results persisted. Focus on shell commands that search under .config/chromium and write output to a file. What was the filename used to save the findings? | ✓ | ✗ | 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 |
T1546.004 | 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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