AI Visibility Scorecard
Shelf Testing
shelftesting.com · Technology
Borderline visible. AI bots can crawl Shelf Testing, 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
#1,806,574 of 2,705,907 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
10
AI Adoption
iBasic · 10/100
About Shelf Testing
from our crawl and measurement
"Shelf testing that boosts sales 23% on average. Results in 2-3 weeks from 200+ respondent studies. Trusted by 500+ CPG brands. Get a free quote." That is how Shelf Testing introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
The site gets some of it right: it has a sitemap, a readable heading structure, substantial page content. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
The 6 signals AI reads
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.
Off-page authority
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.
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 4.1/10, Shelf Testing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Shelf Testing
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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 Shelf Testing.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/shelftesting
Cite this score: Engagemii (2026). "AEO Score for Shelf Testing." Retrieved from https://engagemii.com/aeo/brands/shelftesting
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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