▼ 2.8 since Jul 2026
#1,291,870 OF 1,386,109 IN FOOD & BEVERAGE
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AI Visibility Scorecard
Caleb MacBruce
calebmacbruce.com · Food & Beverage
At 2.2/10, Caleb MacBruce 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 1 times
Claude
#1,291,870 of 1,386,109 in Food & Beverage for AI visibility
2
AEO Visibility
iNear-invisible · 2.2/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
About Caleb MacBruce
from our crawl and measurement
"Explore Caleb MacBruce’s portfolio and learn about his approach to storytelling, rooted in culture and personal memory. Connect through contact details and social media." That is how Caleb MacBruce introduces itself. As far as answer engines are concerned it may as well not exist yet: 1.9 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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
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
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.
Off-page authority
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.
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 2.2/10, Caleb MacBruce is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Caleb MacBruce
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/calebmacbruce
Cite this score: Engagemii (2026). "AEO Score for Caleb MacBruce." Retrieved from https://engagemii.com/aeo/brands/calebmacbruce
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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