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AI Visibility Scorecard

Defuzion

Defuzion

Unclaimed

defuzion.com · Other

At 2.7/10, Defuzion is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

Monitoring for AI engine activity

In the Engagemii AEO index

3

AEO Visibility

i

Near-invisible · 2.7/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

12

AI Adoption

i

Basic · 12/100

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About Defuzion

from our crawl and measurement

Defuzion Carlos Erwin Garcia's AI Engineering Lab describes itself simply: "No data leaves your building.Work with meVisit the CoffeehouseWhat I buildInfrastructure · from $1,500Private AI infrastructureA hardened server with a local LLM sized to its hardware." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.7 out of 10.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

Industry · Other
Last scored · Sep 15, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 2.7/10, Defuzion is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Defuzion: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on September 15, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Defuzion." Retrieved from https://engagemii.com/aeo/brands/defuzion

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

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