gpt-5-high vs o1-high KQL Benchmark
Performance Tied
Compared on 188 shared test questions
Overall Accuracy
gpt-5-high
63.3%
119 / 188 correct
o1-high
63.3%
119 / 188 correct
Average Cost per Query
gpt-5-high: $0.1529
o1-high: $0.5239
o1-high costs 242.7% more
Average Execution Time
gpt-5-high: 192.47s
o1-high: 57.03s
gpt-5-high takes 237.5% 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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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-5-high Wins |
T1003.008 | In a Linux environment, an elevated process was used to execute a command that read /etc/shadow and redirected its output to a file. Identify what file name was employed to store these results. | ✓ | ✗ | gpt-5-high 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-5-high 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. | ✓ | ✗ | gpt-5-high 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-5-high 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-5-high 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-5-high Wins |
T1059.004 | On a Linux system, analyze the process logs for suspicious command line activity that includes a sequence of commands indicating a pipe-to-shell operation. Identify the tool that was used to execute this piped command, paying special attention to its use in downloading and running script content. | ✓ | ✗ | gpt-5-high 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-5-high 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-5-high Wins |
T1070.005 | On a Windows system, an attacker used the command prompt to remove one or more default administrative shares. Which share names were deleted? | ✓ | ✗ | gpt-5-high Wins |
T1082 | On Windows systems, identify when the built-in Shadow Copy utility is used to enumerate existing snapshots. What was the full command executed? | ✓ | ✗ | gpt-5-high 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-5-high Wins |
T1070.008 | An attacker on Linux used bash to copy all files from /var/spool/mail into a newly created subdirectory before modifying them. What is the name of that subdirectory? | ✓ | ✗ | gpt-5-high Wins |
T1112 | A Windows user’s registry was altered via a command-line tool to disable the lock workstation feature by adding a DWORD entry under the current user Policies\System key. Which registry value name was modified in this operation? | ✓ | ✗ | gpt-5-high Wins |
T1112 | On a Windows device, examine registry event logs for modifications under the System policies path. Determine which registry value name was altered to disable the shutdown button at login. | ✓ | ✗ | gpt-5-high Wins |
T1112 | On Windows systems, disabling RDP via the registry generates registry write events. Investigate registry event logs for modifications under the Terminal Server configuration path. What is the name of the registry value that was changed to disable Remote Desktop Protocol? | ✓ | ✗ | gpt-5-high Wins |
T1201 | On Windows, an elevated SecEdit.exe process was observed exporting the local security policy. Review the process execution records to identify the name of the text file where the policy was saved. | ✓ | ✗ | gpt-5-high Wins |
T1134.001 | A Windows host logs show PowerShell fetching and executing a remote script to gain SeDebugPrivilege token duplication. Which Empire module was invoked? | ✓ | ✗ | gpt-5-high Wins |
T1542.001 | Investigate Windows file creation logs to uncover any new executable added directly to the System32 directory, which may indicate a UEFI persistence implant. What was the name of the file created? | ✓ | ✗ | gpt-5-high Wins |
T1546.004 | On Linux, review file events for changes in the system-wide shell profile directory. Determine the name of the script file in /etc/profile.d that shows evidence of an unauthorized append. | ✓ | ✗ | gpt-5-high 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-5-high 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-5-high Wins |
T1548.001 | A Linux host’s Syslog contains records of an elevated shell executing a command that granted group execute rights and enabled the SetGID bit on a file. Investigate the logs and report the name of the file whose group ID bit was modified. | ✓ | ✗ | gpt-5-high Wins |
T1555 | On Windows, review PowerShell process events to spot where a remote .ps1 was fetched and run to pull vault credentials. Determine the name of the script file that was downloaded. | ✓ | ✗ | gpt-5-high Wins |
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