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AI Visibility Scorecard

Feather Cycles

Feather Cycles

Unclaimed

feathercycles.com · Food & Beverage

Somewhat visible. AI bots can read Feather Cycles, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude · Meta AI

#105,391 of 1,353,480 in Food & Beverage for AI visibility

5.7

/10

AEO Score

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About Feather Cycles

from our crawl and measurement

"<p>Feather Cycles is a custom bicycle company based in York, UK. Bespoke custom frames built by multiple award winning British frame builder Ricky Feather.</p>." That is how Feather Cycles introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (WebSite, Organization, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.

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

Industry · Food & Beverage
Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

3

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

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

9

Inbound links from other sites.

Domain Authority

3

Established authority for your domain.

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 5.7/10, Feather Cycles has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Feather Cycles

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Feather Cycles: 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 8, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Feather Cycles." Retrieved from https://engagemii.com/aeo/brands/feathercycles

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

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