AI Visibility Scorecard
Hannah Johns
hannahjohns.com · Healthcare
Somewhat visible. AI bots can read Hannah Johns, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#188,881 of 923,195 in Healthcare for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
0
AI Adoption
iNone detected · 0/100
About Hannah Johns
from our crawl and measurement
"Premium stainless steel kitchen manufacturer serving India and international NRI clients." That is how Hannah Johns Premium Stainless Steel Kitchens of Ernakulam, Kerala introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (LocalBusiness, FAQPage, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 5.4/10, Hannah Johns has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What About PVC and Polymer Kitchens?
PVC and WPC kitchens are water-resistant and termite-proof. However, they have significant limitations: PVC releases toxic fumes at high heat — a serious concern in Indian cooking. Polymer kitchens scratch easily and cannot be refinished. Neither achieves food-safety certifications equivalent to SS 304. Both degrade visually within 12–15 years.
Is this your brand?
The exact fixes for Hannah Johns
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 Hannah Johns.
Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hannahjohns
Cite this score: Engagemii (2026). "AEO Score for Hannah Johns." Retrieved from https://engagemii.com/aeo/brands/hannahjohns
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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