gpt-4.1 vs gpt-5-mini-high KQL Benchmark

gpt-4.1 wins by 13.3%

Compared on 188 shared test questions

Overall Accuracy

gpt-4.1

61.7%

116 / 188 correct

gpt-5-mini-high

48.4%

91 / 188 correct

Average Cost per Query

gpt-4.1: $0.0285
gpt-5-mini-high: $0.0150
gpt-4.1 costs 90.2% more

Average Execution Time

gpt-4.1: 9.95s
gpt-5-mini-high: 44.83s
gpt-5-mini-high takes 350.7% 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
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
T1003.007
On a Linux system, review process creation logs to spot any dd commands reading from /proc/*/mem. What was the name of the file where the dumped memory was written?
gpt-4.1 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-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
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 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
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
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 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
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
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
Review recent Windows process event logs for PowerShell activity that suggests local group enumeration through WMI. What exact command was executed?
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
T1069.001
Investigate Windows process execution logs for a PowerShell cmdlet used to list group members. Look for entries where a group name is provided after a '-Name' flag and identify which group was queried.
gpt-4.1 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 Wins
T1070.006
On a Linux system, attackers may use timestamp manipulation to hide malicious changes. Investigate relevant logs to identify which file’s modification timestamp was altered by such a command.
gpt-4.1 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 Wins
T1090.003
On a Linux endpoint, a command was executed to start a proxy service commonly used for onion routing. Identify the name of the service that was launched to enable this proxy functionality.
gpt-4.1 Wins
T1124
In Windows process event logs, you notice both the net time and w32tm commands being executed to display the system time and timezone. Which executor name from the test configuration was responsible for launching these utilities?
gpt-4.1 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 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 Wins
Page 1 of 8

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