gemini-2.5-flash-preview-04-17 vs gpt-4.1-mini KQL Benchmark
gemini-2.5-flash-preview-04-17 wins by 9.6%
Compared on 188 shared test questions
Overall Accuracy
gemini-2.5-flash-preview-04-17
51.1%
96 / 188 correct
gpt-4.1-mini
41.5%
78 / 188 correct
Average Cost per Query
gemini-2.5-flash-preview-04-17: $0.0203
gpt-4.1-mini: $0.0057
gemini-2.5-flash-preview-04-17 costs 255.5% more
Average Execution Time
gemini-2.5-flash-preview-04-17: 22.37s
gpt-4.1-mini: 14.13s
gemini-2.5-flash-preview-04-17 takes 58.2% 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 | 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 |
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 |
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 | 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 | 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 | 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 |
T1070.004 | 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 |
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 |
T1082 | On Windows systems, identify when the built-in Shadow Copy utility is used to enumerate existing snapshots. What was the full command executed? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1082 | While investigating process creation logs on a Linux device, you observe a privileged hardware interrogation step used to reveal virtualization details. Which utility was invoked? | ✓ | ✗ | gemini-2.5-flash-preview-04-17 Wins |
T1082 | Review Windows process logs to find which built-in command was executed to reveal the system’s hostname. | ✓ | ✗ | 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 |
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 |
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