AI visibility score
4.2/ 10Fair

#873,032 of 2,704,542 in Technology

As of 2026-08-02 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Matthew Duff · Learning, writing, and building in the open

Matthew Duff · Learning, writing, and building in the open

Unclaimed

matthewduff.com · Technology

Borderline visible. AI bots can crawl Matthew Duff · Learning, writing, and building in the open, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 8 times

Claude · Meta AI · Apple Intelligence · Perplexity

#873,032 of 2,704,542 in Technology for AI visibility

24

AI Naming Predictability

i

Rarely named · 24/100

Technology average 28

Top 41% of Technology

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4

AEO Visibility

i

Borderline · 4.2/10

Technology average 4.4

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-

Network Authority

i

Not connected yet

Technology average 0.0

0 relationships · Technology average 4

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5

Muse Index Score

i

AI agent readiness

Basic · 5/100

Technology average 17

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0

AI Adoption

i

None detected · 0/100

Technology average 2

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About Matthew Duff · Learning, writing, and building in the open

from our crawl and measurement

Matthew Duff · Learning, writing, and building in the open is a business whose own site puts it this way: "I write here to track my changes in viewpoint, share ideas, and document life." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic).

Company ·
Matthew Duff · Learning, writing, and building in the open
Website ·
matthewduff.com
Industry ·
Technology
Site status ·
Live (The website showed an active business site when last checked (Oct 31, 2026).)
Last scored ·
Aug 2, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Weak

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Good

Inbound links from other sites.

Domain Authority

Fair

Established authority for your domain.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Matthew Duff · Learning, writing, and building in the open is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

What does good management look like?

To be honest, I am not positive. Great management looks different for different people. People are varied in their abilities, experiences, and needs, so what a good manager looks like to each individual is different. But over the years I have discovered some principles of what good management looks like.

What about employees who are not driving outcomes?

If you have instituted these improvements in how your team functions and you have team members who are not demonstrating progress then you need to change your focus. Your first area of focus should be introspection and a conversation with the employee. Bad managers assume the employee is the problem, instinctually. You may be the issue, or the systems at your company may be hurdles for them to do their best work.

Is this your brand?

✓

The exact fixes for Matthew Duff · Learning, writing, and building in the open

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Picked for Matthew Duff · Learning, writing, and building in the open: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

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Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/matthewduff

Cite this score: Engagemii (2026). "AEO Score for Matthew Duff · Learning, writing, and building in the open." Retrieved from https://engagemii.com/aeo/brands/matthewduff

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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