gpt-4o vs grok-3-beta KQL Benchmark
grok-3-beta wins by 11.2%
Compared on 188 shared test questions
Overall Accuracy
gpt-4o
37.8%
71 / 188 correct
grok-3-beta
48.9%
92 / 188 correct
Average Cost per Query
gpt-4o: $0.0433
grok-3-beta: $0.0642
grok-3-beta costs 48.2% more
Average Execution Time
gpt-4o: 14.30s
grok-3-beta: 16.92s
grok-3-beta takes 18.3% 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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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 |
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-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 |
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 |
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 | 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 |
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 |
T1070.004 | 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 |
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 | 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 |
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 |
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 |
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 |
T1552.001 | A Linux system shows a 'find' command used to search within .aws directories. Which specific AWS credential filename was the attacker attempting to locate? | ✓ | ✗ | gpt-4o Wins |
T1562.012 | On a Linux host, auditing has been turned off. Review process execution or syslog data to determine which command was executed to disable the audit subsystem. | ✓ | ✗ | gpt-4o Wins |
T1562.003 | During a Linux engagement, an operator exported HISTSIZE=0 to turn off shell history and then ran another utility. Using the DeviceProcessEvents table, identify the exact command executed immediately after the history was disabled. What was the command? | ✓ | ✗ | gpt-4o Wins |
T1614.001 | In a Windows environment, locate any occurrences where an elevated DISM utility was run to enumerate the system’s international (locale) settings. What was the exact command line used? | ✓ | ✗ | gpt-4o Wins |
T1006 | Identify the PowerShell cmdlet used on Windows to format and display the raw volume bytes after an attacker read the boot sector via a DOS device path. | ✗ | ✓ | grok-3-beta Wins |
T1016.002 | On a Windows host, someone appears to have run a built-in network shell utility to list saved wireless network profiles and their passwords in clear text. Review the process creation logs to discover the exact command that was executed. | ✗ | ✓ | grok-3-beta 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? | ✗ | ✓ | grok-3-beta Wins |
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