AI Visibility Scorecard
Laini Byfield
lainibyfield.com · Professional Services
Borderline visible. AI bots can crawl Laini Byfield, 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
#478,790 of 526,981 in Professional Services for AI visibility
3
AEO Visibility
iNear-invisible · 3.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Laini Byfield
from our crawl and measurement
Laini Byfield is a business whose own site puts it this way: "Laini Byfield Inventory Coaching About Contact Contrast Board Certified Health & Wellness Coach · Certified Wellness Specialist You may not be overeating.You may be following a pattern." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
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
Fair
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.
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 3.1/10, Laini Byfield is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Do you eat when you are not hungry?
This short inventory identifies the pattern behind your eating — not just the behavior. Many people try to fix eating with discipline alone. Often, the pattern is more specific: stress, routine, inconsistent fueling, sensory comfort, or habits that no longer feel fully intentional. This inventory helps you see what is actually happening so you can respond differently.
Is this your brand?
The exact fixes for Laini Byfield
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 Laini Byfield.
Source & Attribution
Scored by Engagemii on October 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lainibyfield
Cite this score: Engagemii (2026). "AEO Score for Laini Byfield." Retrieved from https://engagemii.com/aeo/brands/lainibyfield
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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