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AI Visibility Scorecard
igfmguitarshop.com · Education
At 2.4/10, Institute of Guitar Fabrication and Modification is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 2 times
Claude · Apple Intelligence
#852,902 of 878,326 in Education for AI visibility
2.4
/10
AEO Score
from our crawl and measurement
Institute of Guitar Fabrication and Modification is a business whose own site puts it this way: "<p>Website for the Institute of Guitar Fabrication and Modification, a small team of guitar addicts fueled by passion performing guitar mods, repairs, and complete builds in Cincinnati." As far as answer engines are concerned it may as well not exist yet: 2.4 out of 10.
The page falls short on structured data describing the business, a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page there is only faint evidence that only a handful of 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. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri). There is not much on the page to read either, about 29 words.
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
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 2.4/10, Institute of Guitar Fabrication and Modification is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Institute of Guitar Fabrication and Modification
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/igfmguitarshop
Cite this score: Engagemii (2026). "AEO Score for Institute of Guitar Fabrication and Modification." Retrieved from https://engagemii.com/aeo/brands/igfmguitarshop
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