gpt-4.1-mini vs gpt-4o KQL Benchmark
gpt-4.1-mini wins by 3.7%
Compared on 188 shared test questions
Overall Accuracy
gpt-4.1-mini
41.5%
78 / 188 correct
gpt-4o
37.8%
71 / 188 correct
Average Cost per Query
gpt-4.1-mini: $0.0057
gpt-4o: $0.0433
gpt-4o costs 657.5% more
Average Execution Time
gpt-4.1-mini: 14.13s
gpt-4o: 14.30s
gpt-4o takes 1.2% 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
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. | ✓ | ✗ | gpt-4.1-mini 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? | ✓ | ✗ | gpt-4.1-mini Wins |
T1027 | On a Windows endpoint, look for evidence of a base64-encoded PowerShell payload execution. Which executable launched the encoded command? | ✓ | ✗ | gpt-4.1-mini 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? | ✓ | ✗ | gpt-4.1-mini 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. | ✓ | ✗ | gpt-4.1-mini Wins |
T1036.004 | A threat actor on a Windows system crafted and registered a service named almost identically to the standard time service, but redirecting execution to a custom script. Review the logging data to determine which native command-line tool was used to perform this action. What utility was invoked? | ✓ | ✗ | gpt-4.1-mini Wins |
T1049 | In a Windows log analytics workspace, search for PowerShell processes that were used to enumerate network connections. Determine which PowerShell cmdlet was executed to list active TCP connections. | ✓ | ✗ | gpt-4.1-mini Wins |
T1057 | On a Windows device, PowerShell was used to collect a snapshot of running processes. Identify the exact cmdlet that was executed. | ✓ | ✗ | gpt-4.1-mini Wins |
T1059.004 | An analyst suspects that a restricted shell escape was executed using a common Perl package manager on Linux. Review the process execution records to determine which tool was invoked to spawn the shell. | ✓ | ✗ | gpt-4.1-mini Wins |
T1070.003 | On a Windows endpoint, commands are no longer being logged to PowerShell history, suggesting PSReadLine settings were altered. Using process execution logs, determine the exact command that was run to set the history save style to 'SaveNothing'. | ✓ | ✗ | gpt-4.1-mini 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. | ✓ | ✗ | gpt-4.1-mini 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. | ✓ | ✗ | gpt-4.1-mini Wins |
T1078.003 | On a Linux host, review account management activity in Syslog or process event logs to pinpoint which command was executed to create a new local user. What was the name of the tool invoked? | ✓ | ✗ | gpt-4.1-mini 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? | ✓ | ✗ | gpt-4.1-mini Wins |
T1112 | On a Windows endpoint, review the registry write events to spot when the WDigest key is altered to permit plaintext credential storage. What registry value name was changed? | ✓ | ✗ | gpt-4.1-mini Wins |
T1120 | Review Windows process execution logs to find any native utility that was used to enumerate connected drives. Which utility was invoked? | ✓ | ✗ | gpt-4.1-mini Wins |
T1124 | Review Windows process execution logs for any PowerShell activity that retrieves the system clock. Which command was executed? | ✓ | ✗ | gpt-4.1-mini Wins |
T1124 | On a Linux host, an activity was recorded where the local clock and timezone were queried. Review the available process execution logs to uncover what full command was run to fetch the system time and timezone. | ✓ | ✗ | gpt-4.1-mini 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. | ✓ | ✗ | gpt-4.1-mini 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. | ✓ | ✗ | gpt-4.1-mini Wins |
T1217 | On Linux, review the process execution logs to uncover when Chromium’s bookmark JSON files were being located and the results persisted. Focus on shell commands that search under .config/chromium and write output to a file. What was the filename used to save the findings? | ✓ | ✗ | gpt-4.1-mini Wins |
T1217 | On a Windows system, you notice a process that recursively enumerates files named 'Bookmarks' under every user profile directory. Which Windows command-line utility was used to perform that search? | ✓ | ✗ | gpt-4.1-mini Wins |
T1542.001 | Investigate Windows file creation logs to uncover any new executable added directly to the System32 directory, which may indicate a UEFI persistence implant. What was the name of the file created? | ✓ | ✗ | gpt-4.1-mini Wins |
T1546.003 | On a Windows endpoint, an attacker ran a PowerShell sequence to establish a WMI event subscription using CommandLineEventConsumer. Inspect the process or script execution logs to uncover which executable was set to run by this subscription. | ✓ | ✗ | gpt-4.1-mini Wins |
T1548.002 | On a Windows endpoint, someone may have disabled the secure desktop for elevation prompts by modifying a registry setting. Review the registry event logs to identify which registry value name was changed to 0. | ✓ | ✗ | gpt-4.1-mini Wins |
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