gemini-2.5-flash-preview-04-17 vs gpt-4-turbo-2024-04-09 KQL Benchmark

gemini-2.5-flash-preview-04-17 wins by 11.7%

Compared on 188 shared test questions

Overall Accuracy

gemini-2.5-flash-preview-04-17

51.1%

96 / 188 correct

gpt-4-turbo-2024-04-09

39.4%

74 / 188 correct

Average Cost per Query

gemini-2.5-flash-preview-04-17: $0.0203
gpt-4-turbo-2024-04-09: $0.1737
gpt-4-turbo-2024-04-09 costs 754.4% more

Average Execution Time

gemini-2.5-flash-preview-04-17: 22.37s
gpt-4-turbo-2024-04-09: 16.84s
gemini-2.5-flash-preview-04-17 takes 32.8% 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
Page 1 of 8
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
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
T1036.004
Analyze Windows process events for any schtasks.exe commands that created a new task invoking PowerShell. What is the name of the .ps1 script specified to run?
gemini-2.5-flash-preview-04-17 Wins
T1053.003
Linux hosts may log events when new files are added to /var/spool/cron/crontabs. Query those logs for a creation or write action in that directory and determine the file name that was added.
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
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
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
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
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
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
T1082
A Linux system shows a process in the execution logs that fetched the machine’s name. Review the DeviceProcessEvents table to find out which utility was called to perform this hostname lookup.
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
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
T1197
A suspicious BITS transfer was orchestrated via bitsadmin.exe on Windows, creating a job to download and then execute a payload. Investigate the process event logs to determine what custom job name was specified when the BITS job was created.
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
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