AI visibility score
7.4/ 10Good

#143 of 268,060 in Manufacturing & Industrial

As of 2026-07-31 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Wheels Mfg

Wheels Mfg

Unclaimed

wheelsmfg.com · Manufacturing & Industrial

Well-positioned for AI search. The breakdown below shows where Wheels Mfg is still leaving points on the table.

AI engines read this profile 14 times

Meta AI · ChatGPT · Claude · Apple Intelligence

#143 of 268,060 in Manufacturing & Industrial for AI visibility

7

AEO Visibility

i

Visible · 7.4/10

50

Muse Index Score

i

AI agent readiness

Transactable · 50/100

0

AI Adoption

i

None detected · 0/100

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About Wheels Mfg

from our crawl and measurement

Wheels Mfg is a Louisville, CO business whose own site puts it this way: "We make high-quality bicycle bottom brackets, derailleur hangers, small parts, repair parts & tools." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.4 out of 10.

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

AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT), Applebot (Siri) and ClaudeBot (Anthropic).

Industry · Manufacturing & Industrial
Last scored · Jul 31, 2026

The 6 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

Fair

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.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

Domain Authority

Fair

Established authority for your domain.

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

Good

Social discussion and mentions.

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 7.4/10, Wheels Mfg has a working base to build on - fixable, and the signals above are where to start.

Frequently Asked Questions

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Picked for Wheels Mfg: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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Wheels Mfg lists 1,000+ products, 884 in stock, priced 0.00 to 368.00.

Show 500 of 1,000+ products

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

Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Wheels Mfg." Retrieved from https://engagemii.com/aeo/brands/wheelsmfg

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

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