AI Visibility Scorecard
LostAndLucky
vcwriting.com · Education
Borderline visible. AI bots can crawl LostAndLucky, 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 14 times
Claude · Meta AI · Perplexity · ShapBot
#76,612 of 937,577 in Education for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 80% of Education companies
5
AEO Visibility
iBorderline · 4.6/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About LostAndLucky
from our crawl and measurement
LostAndLucky is a business whose own site puts it this way: "Led by Jake Van Clief, VanClief Media brings a unique blend of technical expertise and real-world experience from military, academic, and entrepreneurial backgrounds." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models 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
Good
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
Strong
Inbound links from other sites.
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
Fair
Forum and community discussion.
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 4.6/10, LostAndLucky is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vcwriting
Cite this score: Engagemii (2026). "AEO Score for LostAndLucky." Retrieved from https://engagemii.com/aeo/brands/vcwriting
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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