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AI Visibility Scorecard

Crescent Motors

Crescent Motors

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crescentmotor.com · Automotive

Borderline visible. AI bots can crawl Crescent Motors, 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 2 times

Claude · Meta AI

#94,581 of 336,587 in Automotive for AI visibility

5

/10

AEO Score

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About Crescent Motors

from our crawl and measurement

Crescent Motors, based in Dallas, TX, describes itself simply: "Crescent Motors is a trusted car buying service in the Dallas-Fort Worth metroplex. We offer instant cash offers for used vehicles with same day payment and free pickup." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (AutoDealer, Service, FAQPage), an llms.txt file for AI models and a sitemap.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.

Industry · Automotive
Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

7

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

9

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

7

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 5/10, Crescent Motors is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Crescent Motors

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Crescent Motors: 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 10, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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