AI Visibility Scorecard
Left Behind
leftbehind.com · Food & Beverage
Somewhat visible. AI bots can read Left Behind, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#89,216 of 1,393,425 in Food & Beverage for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Left Behind
from our crawl and measurement
Left Behind is a business whose own site puts it this way: "Left Behind Read the books that launched a cultural phenomenon!." Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Weak
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
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 5.7/10, Left Behind has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Are we living in the end times?
Left Behind Read the books that launched a cultural phenomenon! Left Behind 25th Anniversary Edition The book that started the New York Times bestselling series is now 25 years old! This new mass market-sized edition features the classic original cover and includes a retrospective essay from author Jerry B. Jenkins.
Is this your brand?
The exact fixes for Left Behind
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 Left Behind.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leftbehind
Cite this score: Engagemii (2026). "AEO Score for Left Behind." Retrieved from https://engagemii.com/aeo/brands/leftbehind
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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