AI Visibility Scorecard
Mango Catalyst
mangocatalyst.com · Technology
Somewhat visible. AI bots can read Mango Catalyst, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Meta AI · Claude
#323,769 of 2,707,167 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Mango Catalyst
from our crawl and measurement
Mango Catalyst is a Duluth, MN business whose own site puts it this way: "Automation that takes invoicing, scheduling, and follow-up off your plate. Built by someone who ran service operations inside a real shop. Book a 15-minute fit call." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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 5.6/10, Mango Catalyst has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mango Catalyst
Which AI engines already crawl you
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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/mangocatalyst
Cite this score: Engagemii (2026). "AEO Score for Mango Catalyst." Retrieved from https://engagemii.com/aeo/brands/mangocatalyst
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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