gpt-4o vs gpt-5-mini-medium KQL Benchmark
gpt-5-mini-medium wins by 7.5%
Compared on 187 shared test questions
Overall Accuracy
gpt-4o
38.0%
71 / 187 correct
gpt-5-mini-medium
45.5%
85 / 187 correct
Average Cost per Query
gpt-4o: $0.0433
gpt-5-mini-medium: $0.0150
gpt-4o costs 188.3% more
Average Execution Time
gpt-4o: 14.30s
gpt-5-mini-medium: 47.16s
gpt-5-mini-medium takes 229.7% longer
Question-by-Question Analysis
Question-by-Question Comparison
Detailed comparison showing where each model succeeded or failed
Showing 1 to 25 of 187 questions
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T1018 | On a Windows endpoint, review process creation logs to uncover when a built-in utility was used to reveal ARP entries. What exact command was used to list the ARP cache? | ✓ | ✗ | gpt-4o Wins |
T1021.006 | On Windows hosts, look through recent PowerShell execution records to find any elevated session where remote management was turned on. What exact command was run to enable PSRemoting? | ✓ | ✗ | gpt-4o Wins |
T1039 | On a Windows system, someone ran PowerShell to copy a file from a remote machine’s C$ share to the local TEMP folder. Using process event logs, what full PowerShell command was executed to perform this action? | ✓ | ✗ | gpt-4o 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-4o 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-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 |
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-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 | 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-4o 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-4o 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-4o 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-4o 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-4o 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-4o 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-4o Wins |
T1112 | Investigate Windows registry events to identify any newly set ProxyServer entry under the user Internet Settings hive. What proxy server address was configured? | ✓ | ✗ | gpt-4o Wins |
T1176 | A Windows host shows chrome.exe starting with a --load-extension parameter. What folder name was specified in that flag? | ✓ | ✗ | gpt-4o Wins |
T1497.003 | On a Linux host, identify any processes that used ping with a large count value to introduce a delay before launching another process. What was the command executed immediately after the ping delay? | ✓ | ✗ | gpt-4o 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-4o 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-4o Wins |
T1546.004 | On Linux systems, an attacker may gain persistence by appending instructions to the global shell profile. Investigate process or file modification events to find evidence of text being added to /etc/profile, and identify the exact command invocation that carried out this change. | ✓ | ✗ | gpt-4o 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-4o Wins |
T1546 | Investigate registry modifications on Windows that reveal when cmd.exe persistence was configured via the CommandProcessor AutoRun key. What command was configured under the AutoRun value? | ✓ | ✗ | gpt-4o Wins |
T1547.014 | Windows registry events show that a new key under the Active Setup Installed Components branch was added to launch a payload immediately via runonce.exe. Which component name was created? | ✓ | ✗ | gpt-4o 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-4o Wins |
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