AI visibility score
4.6/ 10Fair

#5,982 of 365,618 in Automotive

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

AI Visibility Scorecard

Lexus of Marin

Lexus of Marin

Unclaimed

lexusmarin.com · Automotive

Borderline visible. AI bots can crawl Lexus of Marin, 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 12 times

Meta AI · Claude · Apple Intelligence · Perplexity

#5,982 of 365,618 in Automotive for AI visibility

30

AI Naming Predictability

i

Rarely named · 30/100

Automotive average 5

Top 2% of Automotive

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5

AEO Visibility

i

Borderline · 4.6/10

Automotive average 3.9

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-

Network Authority

i

Not connected yet

Automotive average 0.0

0 relationships on record. Businesses in Automotive average 5. Claim your page and Engagemii is your first.

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5

Muse Index Score

i

AI agent readiness

Basic · 5/100

Automotive average 16

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0

AI Adoption

i

None detected · 0/100

Automotive average 0

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About Lexus of Marin

from our crawl and measurement

Lexus of Marin, based in East Directions San Rafael, CA, describes itself simply: "Lexus of Marin delivers the luxury you deserve with new, used, and Certified Pre-Owned Lexus luxury vehicles. Visit for a boutique Lexus experience." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 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 5 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and Meta AI.

Company ·
Lexus of Marin
Website ·
lexusmarin.com
Industry ·
Automotive
Location ·
East Directions San Rafael, CA
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

Strong

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Good

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

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

AI Discoverability

Strong

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

Domain Authority

Weak

Little domain authority yet.

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 4.6/10, Lexus of Marin is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Lexus of Marin: 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/lexusmarin

Cite this score: Engagemii (2026). "AEO Score for Lexus of Marin." Retrieved from https://engagemii.com/aeo/brands/lexusmarin

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

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