gpt-4o vs gpt-5-nano-high KQL Benchmark
gpt-4o wins by 7.5%
Compared on 188 shared test questions
Overall Accuracy
gpt-4o
37.8%
71 / 188 correct
gpt-5-nano-high
30.3%
57 / 188 correct
Average Cost per Query
gpt-4o: $0.0433
gpt-5-nano-high: $0.0069
gpt-4o costs 528.9% more
Average Execution Time
gpt-4o: 14.30s
gpt-5-nano-high: 61.10s
gpt-5-nano-high takes 327.2% longer
Question-by-Question Analysis
Question-by-Question Comparison
Detailed comparison showing where each model succeeded or failed
Showing 1 to 25 of 188 questions
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| T1003.001 | Using Windows process event logs, investigate PowerShell activity around lsass.exe memory capture. What was the name of the script file invoked to perform the dump? | ✓ | ✗ | gpt-4o Wins |
| T1021.006 | On Windows hosts, look through recent PowerShell execution records to find any elevated session where remote management was turned on. What exact command was run to enable PSRemoting? | ✓ | ✗ | gpt-4o Wins |
| T1036.004 | Analyze Windows process events for any schtasks.exe commands that created a new task invoking PowerShell. What is the name of the .ps1 script specified to run? | ✓ | ✗ | gpt-4o Wins |
| T1039 | On a Windows system, someone ran PowerShell to copy a file from a remote machine’s C$ 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 |
| 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 |
| 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-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, 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 |
| 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 |
| 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 |
| 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-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 |
| T1070.003 | 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-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 |
| T1070.004 | Suspiciously, the recycle bin appears empty system-wide. Determine which command was executed on Windows to clear the system's recycle bin directory, including any switches and environment variables. | ✓ | ✗ | gpt-4o Wins |
| T1082 | Review Windows process logs to find which built-in command was executed to reveal the system’s hostname. | ✓ | ✗ | gpt-4o Wins |
| T1070 | A suspicious actor appears to have removed the USN change journal on a Windows workstation. Investigate process start records to find out exactly which command was used to delete the journal. What was the full command line invoked? | ✓ | ✗ | 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 |
| T1082 | A Linux system shows a process in the execution logs that fetched the machine’s name. Review the DeviceProcessEvents table to find out which utility was called to perform this hostname lookup. | ✓ | ✗ | gpt-4o Wins |
| T1112 | A Windows host logs a change to the Terminal Server registry key disabling single-session per user. Which command-line utility executed this registry modification? | ✓ | ✗ | 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 |
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