gpt-4.1 vs gpt-5-nano-medium KQL Benchmark
gpt-4.1 wins by 37.3%
Compared on 185 shared test questions
Overall Accuracy
gpt-4.1
61.1%
113 / 185 correct
gpt-5-nano-medium
23.8%
44 / 185 correct
Average Cost per Query
gpt-4.1: $0.0285
gpt-5-nano-medium: $0.0069
gpt-4.1 costs 310.1% more
Average Execution Time
gpt-4.1: 9.95s
gpt-5-nano-medium: 65.07s
gpt-5-nano-medium takes 554.2% longer
Question-by-Question Analysis
Question-by-Question Comparison
Detailed comparison showing where each model succeeded or failed
Showing 1 to 25 of 185 questions
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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-4.1 Wins |
T1007 | An analyst suspects a user or script ran a service enumeration command on a Linux system. Review process events to find the service-listing invocation and specify the full command that was executed. | ✓ | ✗ | gpt-4.1 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-4.1 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-4.1 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-4.1 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 Wins |
T1027 | On a Linux system, identify the script that was generated by decoding a base64 data file and then executed. What was the filename of that script? | ✓ | ✗ | gpt-4.1 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 Wins |
T1036.003 | A process is running under a familiar Windows host name but originates from a user's AppData folder rather than the System32 directory. Identify the filename used to masquerade the PowerShell binary on this Windows device. | ✓ | ✗ | gpt-4.1 Wins |
T1018 | A Windows host executed an ICMP-based network reconnaissance using a looping instruction in cmd.exe. Identify the exact command line that was used to perform the ping sweep. | ✓ | ✗ | gpt-4.1 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 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-4.1 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 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 Wins |
T1053.005 | Investigate Windows process events for PowerShell activity that leverages WMI to register a scheduled task via XML import. What was the name of the XML file supplied to the RegisterByXml method? | ✓ | ✗ | gpt-4.1 Wins |
T1053.006 | Examine the logs from the Linux system for events related to the systemd timer activation. Identify any records indicating that a new timer unit was started and enabled, and determine which timer name was used. | ✓ | ✗ | gpt-4.1 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? | ✓ | ✗ | gpt-4.1 Wins |
T1053.005 | On Windows, review recent registry changes to detect when the MSC file association was hijacked by a reg add operation. What executable file was configured as the default command under HKCU\Software\Classes\mscfile\shell\open\command? | ✓ | ✗ | gpt-4.1 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 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 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 Wins |
T1059.007 | On a Windows endpoint, wscript.exe was used to run a JScript. Identify the exact script path passed to wscript. | ✓ | ✗ | gpt-4.1 Wins |
T1070.003 | On a Windows endpoint, review process execution logs to see if any PowerShell sessions were wiped clean. Which command was executed to clear the PowerShell history? | ✓ | ✗ | gpt-4.1 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 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. | ✓ | ✗ | gpt-4.1 Wins |
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