gpt-4o vs o1-high KQL Benchmark

o1-high wins by 25.5%

Compared on 188 shared test questions

Overall Accuracy

gpt-4o

37.8%

71 / 188 correct

o1-high

63.3%

119 / 188 correct

Average Cost per Query

gpt-4o: $0.0433
o1-high: $0.5239
o1-high costs 1109.3% more

Average Execution Time

gpt-4o: 14.30s
o1-high: 57.03s
o1-high takes 298.7% 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
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
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
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-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
T1176
A Windows host shows chrome.exe starting with a --load-extension parameter. What folder name was specified in that flag?
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
T1555
An endpoint shows a PowerShell process that downloaded and executed a remote script aimed at extracting credentials from the Windows Credential Manager. Review the process creation logs and identify the function name that was invoked to dump the web credentials.
gpt-4o Wins
T1016.001
An analyst notices a PowerShell process on a Windows host that appears to be checking SMB connectivity. Which PowerShell cmdlet was executed to perform this outbound port 445 test?
o1-high 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.
o1-high Wins
T1018
Review Linux process execution records for any commands that list TCP metric cache entries and filter out loopback interfaces. Which utility was used?
o1-high 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?
o1-high Wins
T1027
On a Windows endpoint, look for evidence of a base64-encoded PowerShell payload execution. Which executable launched the encoded command?
o1-high Wins
T1036.003
In a Linux environment, you observe a process labeled like the cron daemon but running from an unexpected path. Investigate creation events to uncover the actual filename used by this fake cron process.
o1-high 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.
o1-high 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?
o1-high Wins
T1049
In a Windows log analytics workspace, search for PowerShell processes that were used to enumerate network connections. Determine which PowerShell cmdlet was executed to list active TCP connections.
o1-high Wins
T1057
On a Windows device, PowerShell was used to collect a snapshot of running processes. Identify the exact cmdlet that was executed.
o1-high Wins
T1057
On a Windows host, investigate process events to find when Task Manager was launched via cmd with an unusual flag. What was the full command executed?
o1-high Wins
T1053.005
On a Windows host, find any scheduled task that was registered using PowerShell native cmdlets instead of schtasks.exe. What was the name given to the new task?
o1-high Wins
Page 1 of 8

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