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AI Visibility Scorecard

MARVIN GUZMAN

MARVIN GUZMAN

Unclaimed
⚠ Identity mismatch

413studio.com · Media & Entertainment

AI engines read this profile 6 times

Claude · Apple Intelligence · Perplexity

82

AI Naming Predictability

i

Named sometimes · 82/100

Media & Entertainment average 17

Top 1% of Media & Entertainment

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?

AEO Visibility

i

Not scored · -/10

Media & Entertainment average 1.4

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.

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5

Muse Index Score

i

AI agent readiness

Basic · 5/100

Media & Entertainment average 15

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0

AI Adoption

i

None detected · 0/100

Media & Entertainment average 0

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About MARVIN GUZMAN

from our crawl and measurement

MARVIN GUZMAN describes itself simply: "COMING SOON Momentum is a funny thing--the more you use it, the more of it you generate." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 0.9 out of 10.

Under the hood there is a sitemap, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.

Company ·
MARVIN GUZMAN
Website ·
413studio.com
Industry ·
Media & Entertainment
Site status ·
Not verified
Last scored ·
Jul 17, 2026

The 6 on-page signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

Clear headings and answer-style content.

Entity Clarity

Weak

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Weak

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

AI Discoverability

Weak

Sitemaps and entity links AI can follow.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

-

Not yet measured.

Domain Authority

-

Not yet measured.

Reference Presence

-

Not yet measured.

News & Press

-

Not yet measured.

Community

-

Not yet measured.

Social Mentions

-

Not yet measured.

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.

Picked for MARVIN GUZMAN: AEO & AI Search

What is AEO? The beginner's guide to Answer Engine Optimization

ChatGPT is now one of the places people start a search. Google's AI Overviews are showing up on millions of searches. Claude is running research for entire teams. The question isn't whether AI will shape how people find information. It already has.

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Source & Attribution

Scored by Engagemii on July 17, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/413studio

Cite this score: Engagemii (2026). "AEO Score for MARVIN GUZMAN." Retrieved from https://engagemii.com/aeo/brands/413studio

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

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