gemini-2.5-flash-preview-04-17 vs o3-high KQL Benchmark
o3-high wins by 3.7%
Compared on 188 shared test questions
Overall Accuracy
gemini-2.5-flash-preview-04-17
51.1%
96 / 188 correct
o3-high
54.8%
103 / 188 correct
Average Cost per Query
gemini-2.5-flash-preview-04-17: $0.0203
o3-high: $0.0632
o3-high costs 210.7% more
Average Execution Time
gemini-2.5-flash-preview-04-17: 22.37s
o3-high: 78.68s
o3-high takes 251.8% 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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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 |
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 |
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 | An attacker on a Linux host may try to enumerate installed shells by reading the system file that lists valid shells. Using process or syslog data, determine which command was executed to perform this enumeration. | ✓ | ✗ | 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 |
T1082 | On Windows systems, identify when the built-in Shadow Copy utility is used to enumerate existing snapshots. What was the full command executed? | ✓ | ✗ | 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 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 |
T1112 | Investigate Windows registry events to identify any newly set ProxyServer entry under the user Internet Settings hive. What proxy server address was configured? | ✓ | ✗ | 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 |
T1201 | You are reviewing Linux syslog records on a CentOS/RHEL 7.x server. You notice entries for shell commands that access system configuration files under /etc/security. Determine exactly which configuration file was being inspected by the command. | ✓ | ✗ | 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 |
T1218.010 | An attacker has attempted to sideload code by invoking regsvr32.exe in a Windows host against a file that does not use the standard .dll extension. Investigate the process event logs to determine the name of the file that was registered. | ✓ | ✗ | 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 |
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? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1555 | On a Windows host, an external PowerShell script is fetched and run to harvest local Wi-Fi credentials. Investigate the process execution logs to find out what script file name was downloaded and invoked. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 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. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1560 | Windows system logs show PowerShell zipping up the contents of a user’s profile folder. Investigate process and file events to determine the exact name of the ZIP archive created. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1562.003 | On a Linux system you suspect someone altered Bash’s history settings to hide their activity. Investigate process logs for evidence of HISTCONTROL being set to ignore entries. What was the full command executed to configure HISTCONTROL? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
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