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AI Visibility Scorecard

Matteo Ferran Structural Engineers PLLC

Matteo Ferran Structural Engineers PLLC

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matteoferran.com · Professional Services

Borderline visible. AI bots can crawl Matteo Ferran Structural Engineers PLLC, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#395,155 of 492,695 in Professional Services for AI visibility

3.4

/10

AEO Score

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About Matteo Ferran Structural Engineers PLLC

from our crawl and measurement

Matteo Ferran Structural Engineers PLLC is a Alexandria, VA business whose own site puts it this way: "Matteo Ferran Structural Engineers (MFSE) is a small, woman-owned structural engineering firm located in Alexandria, Virginia." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.4 out of 10.

Our crawl found structured data on the page (WebSite, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.

Industry · Professional Services
Last scored · Aug 30, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

6

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

5

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 3.4/10, Matteo Ferran Structural Engineers PLLC is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Matteo Ferran Structural Engineers PLLC: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on August 30, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Matteo Ferran Structural Engineers PLLC." Retrieved from https://engagemii.com/aeo/brands/matteoferran

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

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