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AI Visibility Scorecard

Moto Guild

Moto Guild

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motoguild.com · E-commerce

Borderline visible. AI bots can crawl Moto Guild, 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 2 times

Claude · Apple Intelligence

#284,595 of 630,783 in E-commerce for AI visibility

4.6

/10

AEO Score

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About Moto Guild

from our crawl and measurement

Moto Guild, based in San Francisco, CA, describes itself simply: "Moto Guild - A full service do-it-yourself motorcycle repair shop on Treasure Island in San Francisco. Store your bike, rent a workstation hourly or monthly, take a class or buy used gear." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.

On the page itself the strengths are clear: a clearly stated business identity and crawler access and the files AI engines look for. It is passable on partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Away from its own site, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 134 words. It does link out to several social profiles, which helps engines tie the brand together.

Industry · E-commerce
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

1

Clear headings and answer-style content.

Entity Clarity

8

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

9

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

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

7

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 4.6/10, Moto Guild is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Moto Guild

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Moto Guild: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Moto Guild." Retrieved from https://engagemii.com/aeo/brands/motoguild

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

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