gpt-4.1-mini vs o4-mini-low KQL Benchmark

o4-mini-low wins by 1.6%

Compared on 188 shared test questions

Overall Accuracy

gpt-4.1-mini

41.5%

78 / 188 correct

o4-mini-low

43.1%

81 / 188 correct

Average Cost per Query

gpt-4.1-mini: $0.0057
o4-mini-low: $0.0311
o4-mini-low costs 443.4% more

Average Execution Time

gpt-4.1-mini: 14.13s
o4-mini-low: 73.44s
o4-mini-low takes 419.6% 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.
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
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
T1048.003
Windows process creation logs show a PowerShell-driven file transfer to an FTP service. Which executable was leveraged to perform this exfiltration?
gpt-4.1-mini Wins
T1059.004
Which full interactive shell command, as recorded in the Linux process logs, repeatedly echoed a distinctive marker message to the terminal?
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
T1059.004
On a Linux host, identify the process invocation that altered a user’s login shell. What was the full command used?
gpt-4.1-mini Wins
T1069.001
Review recent Windows process event logs for PowerShell activity that suggests local group enumeration through WMI. What exact command was executed?
gpt-4.1-mini Wins
T1070.003
On a Windows device, there’s evidence that PowerShell history was wiped by deleting the history file. What was the exact command used to perform this action?
gpt-4.1-mini 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?
gpt-4.1-mini Wins
T1082
A user‐space process on a Linux device invoked a shell to capture and display the system’s environment variables and path. Which exact command was used to perform this discovery?
gpt-4.1-mini 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.
gpt-4.1-mini Wins
T1112
A Windows host logs a change to the Terminal Server registry key disabling single-session per user. Which command-line utility executed this registry modification?
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
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
Windows systems may be probed for their password policy settings using a native command-line tool. Determine which command was executed to list the local password policy on the target hosts.
gpt-4.1-mini 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.
gpt-4.1-mini Wins
T1505.005
A suspicious registry change was made on a Windows system modifying the Terminal Services DLL path. Investigate registry events to find out which DLL file name was set as the ServiceDll value under TermService. What was the file name?
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
T1552.003
A Linux user’s bash history was searched for patterns like ‘pass’ and ‘ssh’, and the matching lines were redirected into a new file. Determine the name of that file.
gpt-4.1-mini 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.
gpt-4.1-mini Wins
T1555
A security investigator suspects that someone attempted to dump stored web credentials on a Windows system using an in-built command-line tool. Review process creation logs to determine which executable was called to list the Web Credentials vault.
gpt-4.1-mini Wins
T1555
On Windows, review PowerShell process events to spot where a remote .ps1 was fetched and run to pull vault credentials. Determine the name of the script file that was downloaded.
gpt-4.1-mini Wins
T1557.001
On Windows devices, hunt for PowerShell activity where a remote script is fetched and executed to perform LLMNR/NBNS spoofing. Which cmdlet kicked off the listener?
gpt-4.1-mini Wins
Page 1 of 8

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