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AI Visibility Scorecard

Perkins Automotive

Perkins Automotive

Unclaimed

perkinsauto.net · Automotive

Borderline visible. AI bots can crawl Perkins Automotive, 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 5 times

Meta AI · Claude · Amazon Alexa

#156,703 of 340,378 in Automotive for AI visibility

5

AEO Visibility

i

Borderline · 4.5/10

35

Muse Index Score

i

AI agent readiness

Basic · 35/100

0

AI Adoption

i

None detected · 0/100

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About Perkins Automotive

from our crawl and measurement

Perkins Automotive, based in Maple Ridge, BC, describes itself simply: "We are a family business and have been servicing cars, trucks, and vans in the same location in Maple Ridge for over 40 years. Call us today!." When AI engines look at it, they find little to work with. It scores 4.5 out of 10.

Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), 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 11, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

10

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

10

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

AI Discoverability

6

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 4.5/10, Perkins Automotive is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Perkins Automotive: 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 11, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/perkinsauto-net

Cite this score: Engagemii (2026). "AEO Score for Perkins Automotive." Retrieved from https://engagemii.com/aeo/brands/perkinsauto-net

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

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