gemini-2.5-flash-preview-04-17 vs gpt-5-mini-high KQL Benchmark
gemini-2.5-flash-preview-04-17 wins by 2.7%
Compared on 188 shared test questions
Overall Accuracy
gemini-2.5-flash-preview-04-17
51.1%
96 / 188 correct
gpt-5-mini-high
48.4%
91 / 188 correct
Average Cost per Query
gemini-2.5-flash-preview-04-17: $0.0203
gpt-5-mini-high: $0.0150
gemini-2.5-flash-preview-04-17 costs 35.7% more
Average Execution Time
gemini-2.5-flash-preview-04-17: 22.37s
gpt-5-mini-high: 44.83s
gpt-5-mini-high takes 100.4% longer
Question-by-Question Analysis
Question-by-Question Comparison
Detailed comparison showing where each model succeeded or failed
Showing 1 to 25 of 188 questions
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T1003.007 | On a Linux system, review process creation logs to spot any dd commands reading from /proc/*/mem. What was the name of the file where the dumped memory was written? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1003.001 | Using Windows process event logs, investigate PowerShell activity around lsass.exe memory capture. What was the name of the script file invoked to perform the dump? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1027 | A Windows host shows a process launch with an extremely obfuscated command line that dynamically builds and invokes code at runtime. Which process name was used to execute this payload? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1036.003 | In a Linux environment, you observe a process labeled like the cron daemon but running from an unexpected path. Investigate creation events to uncover the actual filename used by this fake cron process. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1039 | On a Windows system, someone ran PowerShell to copy a file from a remote machine’s C$ 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 |
T1048.003 | Windows process creation logs show a PowerShell-driven file transfer to an FTP service. Which executable was leveraged to perform this exfiltration? | ✓ | ✗ | 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 |
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 | 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 |
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 |
T1070.003 | 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 |
T1070.005 | 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 |
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 |
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 |
T1217 | An attacker is suspected of using the Windows shell to enumerate a user’s Internet Explorer bookmarks via the Favorites folder. Identify the exact command they executed to perform this listing. | ✓ | ✗ | 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 |
T1218.010 | 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 |
T1546.004 | Investigate recent file modification events on Linux that could reveal an adversary appending commands to a user’s ~/.profile for persistence. Determine the exact command that was added. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1548.002 | A Windows host shows a registry write under DeviceRegistryEvents affecting the System policy path. Investigate entries where the data is set to ‘0’ and determine which registry value was modified to turn off UAC consent prompts. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1555.003 | On a Windows system, PowerShell was used to gather multiple browser credential files into a temp folder and then archive them. What was the name of the resulting ZIP file? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1555 | On a Windows host, an external PowerShell script is fetched and run to harvest local Wi-Fi credentials. Investigate the process execution logs to find out what script file name was downloaded and invoked. | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
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