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AI Visibility Scorecard
Lost in Transition
litilm.com · Food & Beverage
At 2.3/10, Lost in Transition 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
#1,233,492 of 1,326,922 in Food & Beverage for AI visibility
2.3
/10
AEO Score
About Lost in Transition
from our crawl and measurement
Lost in Transition describes itself simply: "Lost in Transition is an art project that aims to celebrate the history of Black educators in Wilmington, NC from the 20th century." As far as answer engines are concerned it may as well not exist yet: 2.3 out of 10.
On the page it is passable on a partly stated business identity and basic crawler access. What holds it back is structured data describing the business, credibility markers like credentials or reviews, sitemaps and entity links AI can follow and a heading structure that lays out what it offers.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.3/10, Lost in Transition is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lost in Transition
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/litilm
Cite this score: Engagemii (2026). "AEO Score for Lost in Transition." Retrieved from https://engagemii.com/aeo/brands/litilm
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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