AI Visibility Scorecard
cbdorigin.com · Food & Beverage
Borderline visible. AI engines can read CBD Origin, but Structured Data, E-E-A-T Signals and News Mentions are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 12 times
Meta AI · Claude · Parallel · ChatGPT
Top 1% in Food & Beverage for AI visibility
74
AI Naming Predictability
iNamed occasionally · 74/100
Food & Beverage average 12
Top 1% of Food & Beverage
See what's behind this score →4.42
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Food & Beverage average 18
See what's behind this score →0
from our crawl and measurement
"The origin story of CBD: where it comes from, how it's extracted, what the Farm Bill changed, and how to tell quality from noise." That is how CBD Origin introduces itself. Its AI visibility score is 4.42 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure 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 clearly stated business identity and credibility markers like credentials or reviews.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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 read this profile 12 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and ShapBot (Parallel). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.42/10, CBD Origin is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
What Is CBD? Key Definitions?
Understanding what CBD is — and what it is not — starts with precise definitions. Cannabidiol refers to one specific compound in a complex plant, and confusing it with related terms leads to poor purchasing decisions.Cannabidiol (CBD)CBD is defined as a non-intoxicating phytocannabinoid produced by Cannabis sativa. It is the second most abundant cannabinoid in hemp after CBDA (its acidic precursor).
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cbdorigin
Cite this score: Engagemii (2026). "AEO Score for CBD Origin." Retrieved from https://engagemii.com/aeo/brands/cbdorigin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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