AI Visibility Scorecard
Pantry Manager by MJ Lyco LLC
pantrymanagerapp.com · Technology
Somewhat visible. AI bots can read Pantry Manager by MJ Lyco LLC, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Claude · Meta AI · Apple Intelligence
#846,367 of 2,707,520 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Pantry Manager by MJ Lyco LLC
from our crawl and measurement
Pantry Manager by MJ Lyco LLC describes itself simply: "A small calculator can even be used one handed on an iPad!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 3 times in our tracking, including Meta AI and ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 5.1/10, Pantry Manager by MJ Lyco LLC has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Pantry Manager by MJ Lyco LLC
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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.
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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/pantrymanagerapp
Cite this score: Engagemii (2026). "AEO Score for Pantry Manager by MJ Lyco LLC." Retrieved from https://engagemii.com/aeo/brands/pantrymanagerapp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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