gpt-4.1-nano vs gpt-4o KQL Benchmark

gpt-4o wins by 13.3%

Compared on 188 shared test questions

Overall Accuracy

gpt-4.1-nano

24.5%

46 / 188 correct

gpt-4o

37.8%

71 / 188 correct

Average Cost per Query

gpt-4.1-nano: $0.0014
gpt-4o: $0.0433
gpt-4o costs 2973.2% more

Average Execution Time

gpt-4.1-nano: 10.78s
gpt-4o: 14.30s
gpt-4o takes 32.7% 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
T1016.001
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-nano 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-nano 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-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
T1070.003
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-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
T1124
Review Windows process execution logs for any PowerShell activity that retrieves the system clock. Which command was executed?
gpt-4.1-nano Wins
T1124
An analyst reviewing Windows process logs wants to spot instances where a native time tool was repurposed to introduce a delay. Which full W32tm invocation, including the stripchart and period flags, appears in the logs?
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
T1547.002
A Windows host shows a suspicious registry change under the LSA hive. Review recent registry events to locate any new entries under Authentication Packages and determine the name of the DLL the attacker added.
gpt-4.1-nano Wins
T1547
A Windows host shows a process launching with install-driver switches, likely signaling malicious driver deployment. What is the name of the tool that was executed?
gpt-4.1-nano Wins
T1562.004
A Windows system’s process logs show a PowerShell execution that altered firewall settings. Which cmdlet was used to add this new rule?
gpt-4.1-nano Wins
T1564.002
On Windows systems, identify any user account that was hidden by setting its value to 0 under the SpecialAccounts\\UserList registry key. What was the name of the hidden account?
gpt-4.1-nano Wins
T1614.001
On a Windows device, an attacker ran a PowerShell script to collect system settings including UI language and locale. Identify which cmdlet in the command line was used to obtain the system locale.
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-4o 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-4o 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-4o Wins
T1021.006
On Windows hosts, look through recent PowerShell execution records to find any elevated session where remote management was turned on. What exact command was run to enable PSRemoting?
gpt-4o 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?
gpt-4o Wins
T1053.003
Linux hosts may log events when new files are added to /var/spool/cron/crontabs. Query those logs for a creation or write action in that directory and determine the file name that was added.
gpt-4o Wins
T1053.005
You suspect malicious persistence via scheduled tasks on a Windows endpoint. Review the process execution logs to identify the built-in utility used to register tasks at logon or startup. What is the name of this utility?
gpt-4o 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-4o 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?
gpt-4o 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-4o 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-4o Wins
Page 1 of 8

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