AI Visibility Scorecard
Lost in the Stream
lostinthestreambook.com · Nonprofits
Borderline visible. AI bots can crawl Lost in the Stream, 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.
AI engines read this profile 2 times
Claude · ChatGPT
#326,668 of 827,220 in Nonprofits for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Lost in the Stream
from our crawl and measurement
Lost in the Stream describes itself simply: "Capt. Johnny Savage shares his testimony about being lost at sea when his sport fish vessel encounters a rouge wave and sinks within minutes. Book." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
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
Strong
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 4/10, Lost in the Stream is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Are you thinking of having Johnny come share the story?
Born Primitive Episode 90Bringing awareness to the needs of the communityQualified Captain Podcast Ep.
Is this your brand?
The exact fixes for Lost in the Stream
Which AI engines already crawl you
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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 Lost in the Stream.
Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lostinthestreambook
Cite this score: Engagemii (2026). "AEO Score for Lost in the Stream." Retrieved from https://engagemii.com/aeo/brands/lostinthestreambook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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