AI Visibility Scorecard
cagregistry.com · Food & Beverage
Borderline visible. AI bots can crawl Provenance Guaranteed, 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 1 times
Claude
#1,009,048 of 1,393,999 in Food & Beverage for AI visibility
4
AEO Visibility
iNear-invisible · 3.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Provenance Guaranteed is a business whose own site puts it this way: "Learn more > Collectibles Authentication Guaranty (CAG) preserves the authenticity and provenance of collectibles, memorabilia and estate items at the source." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 out of 10.
Our crawl found a readable heading structure. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.7/10, Provenance Guaranteed is crawlable but under-signaled - fixable, and the signals above are where to start.
What is CAG Certification Verification?
Enter a collectible’s CAG certification number (circled in the images) to confirm its description and grade in CAG's database and, if available, view the images of the collectible. This tool can help you to verify that your CAG holder is genuine and has not been tampered with. Visit NGCcoin.com/certlookup to search coins, tokens and medals graded by NGC and certified by CAG.
Is this your brand?
The exact fixes for Provenance Guaranteed
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Provenance Guaranteed.
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cagregistry
Cite this score: Engagemii (2026). "AEO Score for Provenance Guaranteed." Retrieved from https://engagemii.com/aeo/brands/cagregistry
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform