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AI Visibility Scorecard
Mashgin
gomashginco.com · Food & Beverage
Borderline visible. AI bots can crawl Mashgin, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#601,934 of 1,368,827 in Food & Beverage for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
About Mashgin
from our crawl and measurement
Mashgin is a business whose own site puts it this way: "Powering billions of transactions for thousands of retailers, we're the only patented 3D AI checkout. Just place items and our AI does the rest in 0.5 seconds." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4.4/10, Mashgin is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Mashgin
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Mashgin.
Source & Attribution
Scored by Engagemii on September 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/gomashginco
Cite this score: Engagemii (2026). "AEO Score for Mashgin." Retrieved from https://engagemii.com/aeo/brands/gomashginco
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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