An attacker leveraged a PowerShell command on a Windows host to enumerate browser bookmark files across all user profiles. Examine the process execution logs to determine the exact filename that was being searched for.
KQL answer reference and model-by-model benchmark comparison
faab755e-4299-48ec-8202-fc7885eb6545
Question ID
8/23
Models Correct
1
Valid Answer
35%
Success Rate
Reference Answer
Human-validated correct answer for this question
Bookmarks
Model Performance Comparison
See how different AI models performed on this question
| Model | Answer | KQL Query | Status | Attempts | Time | Cost |
|---|---|---|---|---|---|---|
| gemini-2.5-flash-preview-04-17 | Bookmarks | DeviceProcessEvents
| where FileName =~ "powershell.exe"
| where ProcessCommandLine has "Get-ChildItem" or ProcessCommandLine has "dir"
| where ProcessCommandLine has @"C:\Users\"
| where ProcessCommandLine has "Bookmarks" or ProcessCommandLine has "places.sqlite" or ProcessCommandLine has "*.html" or ProcessCommandLine has "*.url"
| project Timestamp, DeviceName, AccountName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine | Correct | 4 | 39.64s | 0.0206 |
| gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0118 |
| gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.2306 |
| gpt-4.1 | Bookmarks | DeviceProcessEvents
| where FileName =~ "powershell.exe"
| where ProcessCommandLine has_any ("Bookmarks", "bookmarks", "Bookmarks.bak", "Favorites", "favorites.db", "favicons.db", "places.sqlite", "user_data")
| extend SearchedFile = extract(@"(Bookmarks(\\.bak)?|favorites\\.db|favicons\\.db|places\\.sqlite|user_data)", 0, ProcessCommandLine)
| where isnotempty(SearchedFile)
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, SearchedFile | Correct | 1 | 9.20s | 0.0114 |
| gpt-4.1-finetuned | /.config/chromium/Bookmarks | // Step 1: Find PowerShell events related to Chrome Bookmark
DeviceProcessEvents
| where InitiatingProcessCommandLine has "Bookmarks" and InitiatingProcessCommandLine has "Chrome"
// Step 2: Extract the exact filename being searched for
| summarize arg_max(Timestamp, *) by InitiatingProcessCommandLine
| extend RawFileName = extract(@'Open-FileName\s+"?([a-zA-Z0-9 _.-]*)', 1, InitiatingProcessCommandLine)
// Step 3: Clean up the filename value
| extend Filename = trim("\"", RawFileName)
| project Filename, InitiatingProcessCommandLine, AccountName, DeviceName, Timestamp
// Step 4: Keep the latest entry if there are duplicates
| summarize arg_max(Timestamp, *) by Filename
| sort by Filename asc | Correct | 3 | 27.27s | 0.0337 |
| gpt-4.1-mini | \Desktop\YOUR_FILES.txt | DeviceProcessEvents
| where InitiatingProcessFileName contains "powershell"
| where ProcessCommandLine has_any (".url", ".website", "bookmarks", "favorites", ".json", ".adr", ".bookmark", ".dat", ".txt")
| extend SearchedFilePattern = extract(@"([\w:\\\/\._\-]+\.(url|website|json|adr|txt|dat|bookmark|favorites?))", 0, ProcessCommandLine)
| where isnotempty(SearchedFilePattern)
| summarize Count = count(), Devices = make_set(DeviceName), Users = make_set(InitiatingProcessAccountName) by SearchedFilePattern
| order by Count desc
| project SearchedFilePattern, Count, Devices, Users | Incorrect | 4 | 29.90s | 0.0053 |
| gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0013 |
| gpt-4o | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0471 |
| gpt-5-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.3160 |
| gpt-5-mini-high | Bookmarks | union DeviceProcessEvents, DeviceEvents
| where isnotempty(ProcessCommandLine) or isnotempty(InitiatingProcessCommandLine)
| extend Cmd = coalesce(ProcessCommandLine, InitiatingProcessCommandLine)
| where tolower(Cmd) contains "powershell"
// Narrow to commands that look like directory enumeration/search or reference user profile paths
| where Cmd has_any ("Get-ChildItem","gci","-Filter","-Include","Select-String","Get-Item","-Recurse") or Cmd matches regex "Users[\\\\/]"
// Extract candidate filename or search tokens that reference common bookmark artifacts (case-insensitive)
| extend candidates = extract_all(@"(?i)([^\s'\""]*(?:bookmark|bookmarks|places\.sqlite|favorites)[^\s'\""]*)", Cmd)
| mv-expand candidate = candidates to typeof(string)
| where isnotempty(candidate)
| project TimeGenerated, DeviceName, AccountName, ProcessId, InitiatingProcessFileName, Cmd, candidate
| summarize Count = count(), Devices = make_set(DeviceName,10), ExampleTime = min(TimeGenerated), ExampleCmd = any(Cmd) by candidate
| order by Count desc | Correct | 1 | 21.91s | 0.0061 |
| gpt-5-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0152 |
| gpt-5-mini-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0263 |
| gpt-5-nano-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0097 |
| gpt-5-nano-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0113 |
| grok-3-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0979 |
| grok-3-mini-beta | Bookmarks | DeviceProcessEvents
| where FileName endswith "powershell.exe"
| where ProcessCommandLine contains "Get-ChildItem" or ProcessCommandLine contains "dir" or ProcessCommandLine contains "bookmarks"
| project DeviceName, Timestamp, ProcessCommandLine
| order by Timestamp desc | Correct | 1 | 15.79s | 0.0024 |
| o1-high | Bookmarks | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where tolower(FileName) contains "powershell" or tolower(InitiatingProcessFileName) contains "powershell"
| where tolower(ProcessCommandLine) contains "bookmark"
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, FolderPath, FileName
| order by TimeGenerated desc | Correct | 2 | 56.02s | 0.3955 |
| o1-low | Bookmarks | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where FileName =~ "powershell.exe"
| where tolower(ProcessCommandLine) contains "bookmark" or tolower(ProcessCommandLine) contains "favorites"
| project TimeGenerated, DeviceName, AccountDomain, AccountName, FolderPath, ProcessCommandLine | Correct | 2 | 43.12s | 0.3485 |
| o3-high | Bookmarks | let PowerShellNames = dynamic(["powershell.exe","pwsh.exe","powershell_ise.exe"]);
DeviceProcessEvents
| where FileName in~ (PowerShellNames)
| where ActionType == "ProcessCreated"
// focus on commands that mention browser-bookmark artefacts
| where ProcessCommandLine has_any ("bookmark","Bookmarks","places.sqlite","Favicons","favorites")
// try to extract the concrete artefact/filename that was supplied
| extend SearchedFile = extract('(?i)(Bookmarks(?:\\.json|\\.sqlite|\\.bak)?|places\\.sqlite|Favicons(?:\\.db)?)',1,ProcessCommandLine)
| extend SearchedFile = iff(isempty(SearchedFile),
extract('(?i)-Filter\\s+[\'\"]?([^\\s\'\"]+)',1,ProcessCommandLine),
SearchedFile)
| where isnotempty(SearchedFile)
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, SearchedFile
| summarize Executions=count(), Hosts=make_set(DeviceName,20) by SearchedFile
| order by Executions desc | Correct | 2 | 68.37s | 0.0500 |
| o3-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0493 |
| o3-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0433 |
| o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0387 |
| o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0358 |