AI Visibility Scorecard
Franchelle Ofsoské-Wyber
firstlightcollege.com · Education
Borderline visible. AI bots can crawl Franchelle Ofsoské-Wyber, 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
#424,509 of 937,433 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Franchelle Ofsoské-Wyber
from our crawl and measurement
First Light® College of New Zealand Native Flower Essence Therapy is a business whose own site puts it this way: "Founder of First Light® College of New Zealand Native Flower Essence Therapy, multi-award award-winning vibrational medicine specialist." When AI engines look at it, they find little to work with. It scores 4.8 out of 10.
Our crawl found structured data on the page (Organization, Person, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
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
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 4.8/10, Franchelle Ofsoské-Wyber is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/firstlightcollege
Cite this score: Engagemii (2026). "AEO Score for Franchelle Ofsoské-Wyber." Retrieved from https://engagemii.com/aeo/brands/firstlightcollege
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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