AI VISIBILITY SCOREAS OF 2026-09-19 · ENGAGEMII INDEX
4.4/ 10

#533,439 OF 922,632 IN EDUCATION

SCORE HISTORY BEGINS 2026-09-19

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Chiltern Forge

Chiltern Forge

Unclaimed

chilternforge.com · Education

Borderline visible. AI bots can crawl Chiltern Forge, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#533,439 of 922,632 in Education for AI visibility

4

AEO Visibility

i

Borderline · 4.4/10

35

Muse Index Score

i

AI agent readiness

Basic · 35/100

0

AI Adoption

i

None detected · 0/100

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About Chiltern Forge

from our crawl and measurement

"Unique forge experiences perfect for gifts or adventures learn blacksmithing and create your own steel masterpiece." That is how Chiltern Forge introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.

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

Industry · Education
Last scored · Sep 19, 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

6

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 4.4/10, Chiltern Forge is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Chiltern Forge: 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 September 19, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Chiltern Forge." Retrieved from https://engagemii.com/aeo/brands/chilternforge

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

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