AI visibility score
4.0/ 10Fair

#38,352 of 739,465 in E-commerce

As of 2026-11-05 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

4WD CREW

4WD CREW

Unclaimed

4wdcrew.com · E-commerce

Borderline visible. AI bots can crawl 4WD CREW, 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 1 times

Claude

#38,352 of 739,465 in E-commerce for AI visibility

20

AI Naming Predictability

i

Rarely named · 20/100

E-commerce average 18

Top 50% of E-commerce

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4

AEO Visibility

i

Borderline · 4/10

E-commerce average 4.0

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.

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50

Muse Index Score

i

AI agent readiness

Transactable · 50/100

E-commerce average 27

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0

AI Adoption

i

None detected · 0/100

E-commerce average 0

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About 4WD CREW

from our crawl and measurement

4WD CREW describes itself simply: "Shop high-quality 4x4 parts and off-road accessories at 4WD Crew. Fast shipping, top brands, and rugged gear for your truck or SUV." 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 (Organization, WebSite), an llms.txt file for AI models and a sitemap.

Company ·
4WD CREW
Website ·
4wdcrew.com
Industry ·
E-commerce
Site status ·
Live (The website showed an active business site when last checked (Nov 1, 2026).)
Last scored ·
Nov 5, 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

Good

Clear headings and answer-style content.

Entity Clarity

Good

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

Strong

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

-

Not yet measured.

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, 4WD CREW is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for 4WD CREW: 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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4WD CREW lists 552 products, 521 in stock, priced 16.99 to 3,499.00.

Show 500 of 552 products

The full list of every product we captured is in the product feed (JSON).

Source & Attribution

Scored by Engagemii on November 5, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/4wdcrew

Cite this score: Engagemii (2026). "AEO Score for 4WD CREW." Retrieved from https://engagemii.com/aeo/brands/4wdcrew

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

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