AI visibility score
4.0/ 10Fair

#96,937 of 365,623 in Automotive

As of 2026-10-04 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Check Engine

Check Engine

Unclaimed

checkengine.com · Automotive

Borderline visible. AI bots can crawl Check Engine, 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 3 times

Claude · Parallel

#96,937 of 365,623 in Automotive for AI visibility

3

AI Naming Predictability

i

Rarely named · 3/100

Automotive average 5

Top 43% of Automotive

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4

AEO Visibility

i

Borderline · 4/10

Automotive average 3.9

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-

Network Authority

i

Not connected yet

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

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35

Muse Index Score

i

AI agent readiness

Agent-ready · 35/100

Automotive average 16

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0

AI Adoption

i

None detected · 0/100

Automotive average 0

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About Check Engine

from our crawl and measurement

Check Engine describes itself simply: "You’d simply pop the trunk, locate the spare, jack the car, and do a little roadside replacement." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.

Our crawl found structured data on the page (WebSite, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Company ·
Check Engine
Website ·
checkengine.com
Industry ·
Automotive
Site status ·
Live (The website showed an active business site when last checked (Nov 1, 2026).)
Last scored ·
Oct 4, 2026

The 6 on-page signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

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

Weak

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.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

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 4/10, Check Engine is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Check Engine: 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 October 4, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Check Engine." Retrieved from https://engagemii.com/aeo/brands/checkengine

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

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