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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