gpt-4.1-nano vs gpt-5-mini-medium KQL Benchmark

gpt-5-mini-medium wins by 21.4%

Compared on 187 shared test questions

Overall Accuracy

gpt-4.1-nano

24.1%

45 / 187 correct

gpt-5-mini-medium

45.5%

85 / 187 correct

Average Cost per Query

gpt-4.1-nano: $0.0014
gpt-5-mini-medium: $0.0150
gpt-5-mini-medium costs 965.8% more

Average Execution Time

gpt-4.1-nano: 10.78s
gpt-5-mini-medium: 47.16s
gpt-5-mini-medium takes 337.5% 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?
gpt-4.1-nano 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?
gpt-4.1-nano Wins
T1048.003
A Linux host briefly hosted an HTTP service under /tmp. Examine process creation logs to determine the exact python3 command that was used to start the server on port 9090.
gpt-4.1-nano 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.
gpt-4.1-nano Wins
T1057
A Windows endpoint recorded a command-line activity through cmd.exe that lists all running processes. Determine which built-in tool was executed to perform this action.
gpt-4.1-nano 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.
gpt-4.1-nano 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.
gpt-4.1-nano 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?
gpt-4.1-nano 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?
gpt-4.1-nano 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-nano 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-nano Wins
T1112
Evidence shows that the Windows Defender startup entry was tampered with via an elevated command prompt. Investigate registry events related to the Run key to discover which executable replaced the default SecurityHealth value. What is the name of the new program?
gpt-4.1-nano Wins
T1222.002
On a Linux host, process execution logs show a chmod invocation with a recursive flag. Which file or folder was targeted by this recursive permission change?
gpt-4.1-nano 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-nano Wins
T1546.011
On a Windows system, a process has introduced a new shim database into the default apppatch directory. Investigate file creation logs to reveal the database filename that appeared under C:\Windows\apppatch\Custom.
gpt-4.1-nano Wins
T1547
A Windows host shows evidence of a driver being installed using a built-in utility. Investigate process creation events to find the INF filename that was specified in the add-driver invocation.
gpt-4.1-nano Wins
T1562.003
On a Linux system you suspect someone altered Bash’s history settings to hide their activity. Investigate process logs for evidence of HISTCONTROL being set to ignore entries. What was the full command executed to configure HISTCONTROL?
gpt-4.1-nano Wins
T1562.003
Within Linux process execution records, locate any bash commands where the HISTFILESIZE environment variable was exported. What value was assigned to HISTFILESIZE?
gpt-4.1-nano 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-nano Wins
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-5-mini-medium 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?
gpt-5-mini-medium Wins
T1016.001
On a Linux host, a ping command was executed to test internet connectivity. Determine which IP address was used as the ping target.
gpt-5-mini-medium 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?
gpt-5-mini-medium Wins
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-5-mini-medium Wins
T1018
Review Linux process execution records for any commands that list TCP metric cache entries and filter out loopback interfaces. Which utility was used?
gpt-5-mini-medium Wins
Page 1 of 8

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