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AI Visibility Scorecard
tumbleglow.com · Food & Beverage
At 3/10, TumbleGlow - Designer Lighting 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,118,889 of 1,354,909 in Food & Beverage for AI visibility
3
/10
AEO Score
from our crawl and measurement
"Explore handcrafted, sustainable lighting fixtures made from wild tumbleweed, blending nature with art to illuminate your space beautifully." That is how TumbleGlow introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
The site gets some of it right: it has structured data on the page (WebSite, LocalBusiness), a sitemap. What holds it back is what is absent, including an llms.txt file, a heading structure that lays out what it offers.
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
5
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
6
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 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.
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 3/10, TumbleGlow - Designer Lighting is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for TumbleGlow - Designer Lighting
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tumbleglow
Cite this score: Engagemii (2026). "AEO Score for TumbleGlow - Designer Lighting." Retrieved from https://engagemii.com/aeo/brands/tumbleglow
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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