gemini-2.5-flash-preview-04-17 vs gpt-5-mini-medium KQL Benchmark

gemini-2.5-flash-preview-04-17 wins by 5.3%

Compared on 187 shared test questions

Overall Accuracy

gemini-2.5-flash-preview-04-17

50.8%

95 / 187 correct

gpt-5-mini-medium

45.5%

85 / 187 correct

Average Cost per Query

gemini-2.5-flash-preview-04-17: $0.0203
gpt-5-mini-medium: $0.0150
gemini-2.5-flash-preview-04-17 costs 35.3% more

Average Execution Time

gemini-2.5-flash-preview-04-17: 22.37s
gpt-5-mini-medium: 47.16s
gpt-5-mini-medium takes 110.8% longer
Question-by-Question Analysis

Question-by-Question Comparison

Detailed comparison showing where each model succeeded or failed

Showing 1 to 25 of 187 questions
Page 1 of 8
T1018
On a Windows endpoint, review process creation logs to uncover when a built-in utility was used to reveal ARP entries. What exact command was used to list the ARP cache?
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
T1039
On a Windows system, someone ran PowerShell to copy a file from a remote machine’s C$ share to the local TEMP folder. Using process event logs, what full PowerShell command was executed to perform this action?
gemini-2.5-flash-preview-04-17 Wins
T1049
A user launched a Windows command prompt and executed a built-in utility to enumerate all active network connections. Using process creation logs, identify the exact tool that produced the list of current connections.
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
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
T1070.003
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
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
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
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
T1082
A Windows system shows a cmd.exe process spawn that appears to have been used for environment discovery. Review the process creation records to identify the exact command the adversary ran to enumerate environment variables.
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
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
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
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
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
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
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