gemini-2.5-flash-preview-04-17 vs gpt-4.1-nano KQL Benchmark

gemini-2.5-flash-preview-04-17 wins by 26.6%

Compared on 188 shared test questions

Overall Accuracy

gemini-2.5-flash-preview-04-17

51.1%

96 / 188 correct

gpt-4.1-nano

24.5%

46 / 188 correct

Average Cost per Query

gemini-2.5-flash-preview-04-17: $0.0203
gpt-4.1-nano: $0.0014
gemini-2.5-flash-preview-04-17 costs 1342.2% more

Average Execution Time

gemini-2.5-flash-preview-04-17: 22.37s
gpt-4.1-nano: 10.78s
gemini-2.5-flash-preview-04-17 takes 107.5% 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
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
T1016.002
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
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
T1053.005
You suspect malicious persistence via scheduled tasks on a Windows endpoint. Review the process execution logs to identify the built-in utility used to register tasks at logon or startup. What is the name of this utility?
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
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
T1059.004
On a Linux system, find any process creation record where awk is used with a BEGIN rule to launch a shell. What was the exact command invoked?
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
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
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, review process execution logs to see if any PowerShell sessions were wiped clean. Which command was executed to clear the PowerShell history?
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
A suspicious actor appears to have removed the USN change journal on a Windows workstation. Investigate process start records to find out exactly which command was used to delete the journal. What was the full command line invoked?
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
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