AI Visibility Scorecard
AI Discovery Audit
llmshelf.com · Pet Care
Borderline visible. AI bots can crawl AI Discovery Audit, 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 2 times
Claude · Apple Intelligence
#55,952 of 108,709 in Pet Care for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
4
AI Adoption
iBasic · 4/100
About AI Discovery Audit
from our crawl and measurement
AI Discovery Audit describes itself simply: "See whether AI recommends your brand, a competitor, a retailer, a private-label product or another category." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Under the hood there is an llms.txt file for AI models and a sitemap and a readable heading structure, but the score is capped by what is missing: structured data describing the business.
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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 4.7/10, AI Discovery Audit is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What do we measure and interpret?
Together, we select the KPIs that answer your specific business questions.01Overall Target VisibilityHow often the target brand or product appears across the tested answers.02Unbranded AI DiscoveryWhether the brand appears when the user does not mention it by name.03Branded Prompt VisibilityWhether AI correctly recognises the brand when the user asks about it explicitly.04Competitor Comparison VisibilityWhether the.
How does LLM Shelf work?
01 / SCREENINGPriority mapWe screen several areas and identify which ones deserve a deeper audit.02 / DEEP-DIVEStrategic reportUse cases, models, follow-ups, KPIs, sources and recommendations.03 / RERUNMeasurement of changeWe test whether implementation changes AI recommendations.
Is this your brand?
The exact fixes for AI Discovery Audit
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 AI Discovery Audit.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/llmshelf
Cite this score: Engagemii (2026). "AEO Score for AI Discovery Audit." Retrieved from https://engagemii.com/aeo/brands/llmshelf
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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