AI Visibility Scorecard
lightningpatch.com · Food & Beverage
At 1.6/10, LightningPatch is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
19
AI Naming Predictability
iRarely named · 19/100
Food & Beverage average 12
Top 16% of Food & Beverage
See what's behind this score →1.6
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Food & Beverage average 18
See what's behind this score →0
from our crawl and measurement
LightningPatch works in Food & Beverage. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.6 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on a partly stated business identity. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Good
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.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.6/10, LightningPatch is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
What is LightningPatch?
LightningPatch is a revolutionary vitamin patch designed to support your body during nights out. Simply apply the patch before you start drinking, and let the powerful blend of vitamins and nutrients work throughout the night to help reduce hangover symptoms.
Is this your brand?
The exact fixes for LightningPatch
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lightningpatch
Cite this score: Engagemii (2026). "AEO Score for LightningPatch." Retrieved from https://engagemii.com/aeo/brands/lightningpatch
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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