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AI visibility 2026 Rank: #1641

AI Visibility Monitor by Work-Smart.ai ✓

This tells you which queries you can win and what to make.

5.8k views 985.4M/mo traffic 8 saves Free
Local AI Visibility Website Visibility
More categories (4)
AI Citation Tracking AI Search Engine Actionable Insights AI visibility
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Verdict

A quick read before you dig into the full page.

Best if
You are researchers and need: Listing contents of a directory
Skip if
Limited data scope (primarily visibility)
Pick this when
Open source tool

Considering Loamly instead? Compare side by side

Overview

AI Visibility Monitor is an AI tool designed to assess the visibility of your site in various AI engines like ChatGPT, Claude, Perplexity, and Gemini. The core purpose of this tool is two-fold.

Firstly, it tracks and records if, and how, the above-mentioned AI engines are citing or referring to your website. Secondly, it provides guidance on how to respond to this data, thus enabling effective action plans.

AI Visibility Monitor works to ensure visibility at critical decision-making moments of potential buyers using AI engines. Unlike many AI SEO tools, the AI Visibility Monitor runs on your own credentials and provides actionable insights on where to act next rather than only delivering post-incident reports.

It consists of four Python scripts that run either on a weekly or monthly basis. The output is in the JSON format that can be integrated with existing dashboards or reports.

This tool is engineered for lean work environments, for solo operators and lean teams who need vital visibility data without needing to agree upon enterprise contracts.

It is a locally run tool with no requirements for SaaS or dashboard service subscriptions.

AI Visibility Monitor by Work-Smart.ai website

Best for

Short scenarios where AI Visibility Monitor by Work-Smart.ai tends to shine.

  • Listing contents of a directory

    Best for Researchers

  • Downloading David Tong's QFT lecture notes to a specific folder

    Best for Developers

  • Deploying a website using Flask

    Best for System administrators

  • Solving tasks using Python programming and visualizing data

    Best for Data scientists

  • Terminating a process on a specific port

    Best for AI enthusiasts

  • Implementing a 3D model using cadquery

    Best for Researchers

  • Collecting tutorials in various branches of physics

    Best for Researchers

  • Conducting investigations on open-source PDF OCR tools

    Best for Researchers

Example outputs 1

Sample generations and before/after results for AI Visibility Monitor by Work-Smart.ai.

AI Visibility Monitor by Work-Smart.ai screenshot
AI Visibility Monitor by Work-Smart.ai screenshot AI Visibility Monitor by Work-Smart.ai website

Access & connections

Where you can use AI Visibility Monitor by Work-Smart.ai, and what it plugs into.

Platforms

Web

Integrations

Make

Capabilities

What this tool accepts, produces, and is strongest at.

Input

  • API
  • Tabular
  • Text

Output

  • Tabular
  • API
  • Text

Highlights

  • Local

Supported features

  • Runs Locally

Pros & cons

Pros

  • Open source tool
  • Citation tracking
  • Analysis of robot.txt
  • Analyzes llms.txt
  • Analyzes sitemap.xml
  • Extract data from Google Search Console
  • Pulls Google Analytics 4 data
  • Local operation
Show 14 more
  • Supports decision-making
  • Integration with dashboards via JSON
  • Built for solo operators
  • Supports lean consulting practices
  • No enterprise contract requirement
  • No SaaS requirement
  • Python scripts for data generation
  • Custom domain configuration
  • Guidance for data interpretation
  • Actionable insights
  • Data privacy
  • User-controlled operation frequency
  • GitHub repository cloning
  • Specific Python dependencies handling

Cons

  • Requires Python script knowledge
  • Needs manual installation and configuration
  • Runs locally, no cloud support
  • No built-in dashboards
  • Requires user credentials for run
  • JSON output only
  • No support for service dashboard subscriptions
  • Page performance check not included
Show 1 more
  • Limited data scope (primarily visibility)

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Releases 1

Initial release April 29, 2026 Current
Initial release of AI Visibility Monitor by Work-Smart.ai.

FAQ 12

What is AI Visibility Monitor?
AI Visibility Monitor is an open-source tool developed by Work-Smart.ai. It's designed to track and analyze AI search engine citations of a user's website, helping to understand their visibility on AI platforms and support decision-making processes for enhancing online presence.
How does the AI Visibility Monitor work?
AI Visibility Monitor works by running locally on the user's device and using Python scripts to generate data about website visibility and user engagement. It analyzes the website's robots.txt, llms.txt, sitemap.xml, and AI bot permissions, extracts data from Google Search Console and Google Analytics 4, evaluates whether specific domains are cited in AI-enabled web searches, and integrates the output data into existing dashboards or reports.
How do I set up the AI Visibility Monitor?
To set up AI Visibility Monitor, you start by cloning the repository from GitHub. Next, install specific Python dependencies related to the information needed and configure the tool for your domains and queries of interest. It's built for both solo operators and lean consulting practices.
Does the AI Visibility Monitor require a dashboard service subscription?
No, the AI Visibility Monitor does not require a dashboard service subscription. It is designed to run on the user's local device.
What information does the AI Visibility Monitor provide?
The AI Visibility Monitor provides information on site crawlers and bot permissions, as well as data extracted from Google Search Console and Google Analytics 4. It specifically evaluates whether specific domains are cited in AI-enabled web searches, offering visibility data to users.
How is data privacy ensured with the AI Visibility Monitor?
Data privacy with the AI Visibility Monitor is ensured by running the tool locally on the user's own device which avoids the sharing or transmission of data. It allows the user to maintain full control over the frequency of tool operations and the data generated.
What are the key features of the AI Visibility Monitor?
The key features of the AI Visibility Monitor include analyzing robots.txt, llms.txt, sitemap.xml, and AI bot permissions, extracting data from Google Search Console and Google Analytics 4, evaluating domain citations in AI-enabled web searches, and outputting data in JSON format. It is designed to integrate with existing dashboards or reports.
How is Python used in the AI Visibility Monitor?
Python is used in the AI Visibility Monitor as the programming language for scripts that run the tool's operations. These Python scripts are leveraged to generate visibility data and user engagement data.
Can AI Visibility Monitor be integrated with existing dashboards or reports?
Yes, the AI Visibility Monitor can be integrated into existing dashboards or reports. It offers output data in a JSON format, which can be easily used for creating or updating custom reports or dashboards.
What type of data does the AI Visibility Monitor output?
The AI Visibility Monitor outputs data in a JSON format. This output includes information about website visibility, user engagement, crawler and bot permissions, and domain citations in AI-enabled web searches.
How does AI Visibility Monitor check site visibility on AI platforms?
AI Visibility Monitor checks site visibility on AI platforms by leveraging Python scripts that analyze robots.txt, llms.txt, sitemap.xml, and AI bot permissions, extract data from Google Search Console and Google Analytics 4, and evaluate whether specific domains are being cited in AI web searches.
Does AI Visibility Monitor work with only specific AI search engines?
Yes, AI Visibility Monitor works with specific AI search engines like ChatGPT, Claude, Perplexity, and Gemini to track and analyze the citations of a user's website.
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