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AI Visibility Scorecard
Vault 168
vault168.com · Automotive
At 1.9/10, Vault 168 is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#318,880 of 328,911 in Automotive for AI visibility
1.9
/10
AEO Score
About Vault 168
from our crawl and measurement
Vault 168 is a business whose own site puts it this way: "Vault 168 is the Founder Freedom Framework, a structured 5-dimension advisory journey that takes any founder from operator to owner. Powered by Leo AI, available 24/7." When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
Our crawl found structured data on the page (WebSite, Organization, Service) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 1.9/10, Vault 168 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Vault 168
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vault168
Cite this score: Engagemii (2026). "AEO Score for Vault 168." Retrieved from https://engagemii.com/aeo/brands/vault168
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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