About AstrumAI - LLMs/AI Content Visibility Checker

AstrumAI • AI Visibility

About AstrumAI - LLMs/AI Content Visibility Checker

AstrumAI is a purpose-built browser extension for brands, AI developers, marketers, and digital teams who want to know exactly what web content is visible to artificial intelligence and language models.


It turns AI visibility from a guessing game into a measurable, actionable insight with a clear score, detailed diagnostics, and browser support for both Chrome and Microsoft Edge.

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Why AI visibility matters today

The digital world is changing quickly. More organizations rely on AI systems to summarize, recommend, and generate content from websites, yet many pages expose content that humans can read but AI systems cannot parse reliably.

When AI-powered features fail to cite correctly, hallucinate, or produce inconsistent answers, the issue is often not the model alone. It is often the visibility gap between what users see and what automated systems can access.

AstrumAI makes that gap visible so teams can act on it before it affects customer experience, trust, or AI product quality.

What AstrumAI does

AstrumAI evaluates the current browser page and calculates a visibility score that represents the percentage of page content likely to be seen by a language model or AI agent. It also reports mismatched words, hidden content, and page sections that may be excluded from AI extraction.

Visible content score

A concise metric that indicates how much of a page is likely visible to AI agents.

Deep diagnostics

Find hidden text, mismatches, and content that may be blocked from extraction.

Who should use AstrumAI

AI solution providers building chatbots, assistants, and NLP-powered tools
Product teams responsible for AI quality, trust, and reliability
Technical marketers and SEO strategists who want content optimized for AI discovery
Enterprise governance teams monitoring transparency and AI readiness
Development teams deploying knowledge extraction or AI search systems

Key benefits

1. AI transparency

Understand exactly what AI can read and where the visibility gaps are.

2. Better AI performance

Improve the quality of AI answers by making sure the right content is accessible.

3. Faster issue detection

Spot hidden or blocked content before it turns into model errors, hallucinations, or poor citations.

4. Cross-browser coverage

Validate AI visibility in both Chrome and Microsoft Edge, which matters for modern teams and enterprises.

Detailed features

The main metric is the Visible Content to AI score. A high score means the page content is mostly accessible to machine agents, while a low score signals that important content may be hidden or excluded from AI extraction.

AstrumAI also reports mismatched words and content discrepancies so teams can identify layout issues, dynamic content problems, or hidden text that might confuse AI systems.

AstrumAI can detect navigation, footer, and other sections likely to be excluded from AI consumption. This helps teams tune their pages so they are better structured for AI-based discovery and knowledge extraction.

The full report workflow goes beyond the single score and provides a deeper view into the exact content profile of the page, which is ideal for technical audits, stakeholder reviews, and product quality checks.

AstrumAI is built using web extension standards and runs smoothly in Chrome and Edge. It is easy to install locally and integrates with existing browser environments without modifying page behavior.

For Edge, the extension can be built and loaded from the generated Edge package, expanding deployment flexibility for enterprise teams.

How AstrumAI works

It loads the current browser page and examines the page structure, text, and rendered content available to AI. The extension then calculates a visibility score, identifies hidden or mismatched words, and reports the elements that may be excluded from AI consumption.

  1. Open any page in Chrome or Edge.
  2. Run AstrumAI from the extension toolbar.
  3. Review the visibility score and content diagnostics.
  4. Use the insights to improve AI-readiness for the page.

Installation guide

Chrome
  1. Open chrome://extensions/.
  2. Enable Developer mode.
  3. Click Load unpacked.
  4. Select the repository root folder.
  5. Open a page and click the AstrumAI icon.
Microsoft Edge
  1. Run node build-edge.js.
  2. Open edge://extensions/.
  3. Turn on Developer mode.
  4. Load the generated edge/ folder.
  5. Use the extension to inspect AI-visible content.

Real-world use cases

AstrumAI is useful for pre-deployment checks for AI chatbots, content optimization for AI citations, marketing and SEO strategy for AI discovery, and internal quality and compliance audits.

It also helps product quality assurance teams validate new pages and content templates before release. The result is better confidence in the quality, transparency, and machine-readability of web content.

Why this matters for AI-driven growth

AstrumAI helps teams turn hidden content into machine-readable value. It reduces AI hallucinations, supports better content strategy, and gives organizations a practical way to validate AI readiness across pages and browser environments.

Start with a few important pages such as the home page, product page, help article, or any page used by your AI system. Compare the results over time and improve the pages that matter most.

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