gpt-4o vs o1-low KQL Benchmark

o1-low wins by 25.5%

Compared on 188 shared test questions

Overall Accuracy

gpt-4o

37.8%

71 / 188 correct

o1-low

63.3%

119 / 188 correct

Average Cost per Query

gpt-4o: $0.0433
o1-low: $0.4994
o1-low costs 1052.7% more

Average Execution Time

gpt-4o: 14.30s
o1-low: 50.90s
o1-low takes 255.9% 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
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
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
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
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 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
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
T1547.014
A Windows endpoint shows an Active Setup entry under Internet Explorer Core Fonts being altered with a StubPath value. Investigate the registry events and identify the payload that was set.
gpt-4o Wins
T1555
A security investigator suspects that someone attempted to dump stored web credentials on a Windows system using an in-built command-line tool. Review process creation logs to determine which executable was called to list the Web Credentials vault.
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
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.
o1-low 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-low Wins
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.
o1-low 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-low 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?
o1-low 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-low 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-low Wins
T1027
On a Windows endpoint, look for evidence of a base64-encoded PowerShell payload execution. Which executable launched the encoded command?
o1-low 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-low 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-low 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-low Wins
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