gemini-2.5-flash-preview-04-17 vs gpt-4o KQL Benchmark
gemini-2.5-flash-preview-04-17 wins by 13.3%
Compared on 188 shared test questions
Overall Accuracy
gemini-2.5-flash-preview-04-17
51.1%
96 / 188 correct
gpt-4o
37.8%
71 / 188 correct
Average Cost per Query
gemini-2.5-flash-preview-04-17: $0.0203
gpt-4o: $0.0433
gpt-4o costs 113.1% more
Average Execution Time
gemini-2.5-flash-preview-04-17: 22.37s
gpt-4o: 14.30s
gemini-2.5-flash-preview-04-17 takes 56.4% 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
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 |
T1016.002 | On a Windows host, someone appears to have run a built-in network shell utility to list saved wireless network profiles and their passwords in clear text. Review the process creation logs to discover the exact command that was executed. | ✓ | ✗ | 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 |
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 |
T1049 | In a Windows log analytics workspace, search for PowerShell processes that were used to enumerate network connections. Determine which PowerShell cmdlet was executed to list active TCP connections. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1057 | On a Windows device, review the process execution logs to find instances where a built-in listing tool was piped into a string filter. Identify the process name that the attacker was searching for. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1057 | On a Windows host, investigate process events to find when Task Manager was launched via cmd with an unusual flag. What was the full command executed? | ✓ | ✗ | 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 |
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 |
T1070.003 | On a Linux system, you suspect someone erased their command history by linking the history file to /dev/null. Investigate process events and determine which utility was executed to achieve this. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1070.003 | On a Windows endpoint, commands are no longer being logged to PowerShell history, suggesting PSReadLine settings were altered. Using process execution logs, determine the exact command that was run to set the history save style to 'SaveNothing'. | ✓ | ✗ | 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 |
T1070.005 | 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 |
T1082 | Using Linux process execution logs, identify the specific command that was used to filter loaded kernel modules for entries containing “vmw.” What was that full command? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1078.003 | Review the Linux process creation records to find which user account management utility was used to reactivate the previously locked and expired account. | ✓ | ✗ | 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 |
T1090.003 | On a Linux endpoint, a command was executed to start a proxy service commonly used for onion routing. Identify the name of the service that was launched to enable this proxy functionality. | ✓ | ✗ | 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 | Review Windows process execution logs for any PowerShell activity that retrieves the system clock. Which command was executed? | ✓ | ✗ | 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 |
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