AI visibility score
4.2/ 10Fair

#19,620 of 269,349 in Manufacturing & Industrial

As of 2026-08-09 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Harpenden Vans

Harpenden Vans

Unclaimed

harpendenvans.com · Manufacturing & Industrial

Borderline visible. AI bots can crawl Harpenden Vans, 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 7 times

Meta AI · Claude · Perplexity · ShapBot

#19,620 of 269,349 in Manufacturing & Industrial for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 31% of Manufacturing & Industrial

4

AEO Visibility

i

Borderline · 4.2/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Harpenden Vans

from our crawl and measurement

Harpenden Vans describes itself simply: "Harpenden Vans® offers all makes and models of new commercial vehicles at competitive prices. We supply new vehicles nationally, providing the best deal." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.

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

Industry · Manufacturing & Industrial
Last scored · Aug 9, 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

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

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

AI Discoverability

Good

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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.2/10, Harpenden Vans is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Harpenden Vans: 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 9, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Harpenden Vans." Retrieved from https://engagemii.com/aeo/brands/harpendenvans

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

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