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AI Visibility Scorecard
Left Better Than Found
leftbetterthanfound.com Β· Other
At 1.2/10, Left Better Than Found 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
1.2
/10
AEO Score
About Left Better Than Found
from our crawl and measurement
Left Better Than Found is a business whose own site puts it this way: "Do the work. Tell the story. Keep it forever. Left Better Than Found is the auto restoration journal that turns your build into a print-ready history book." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better Β· 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
3
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
2
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 1.2/10, Left Better Than Found is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Left Better Than Found
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 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leftbetterthanfound
Cite this score: Engagemii (2026). "AEO Score for Left Better Than Found." Retrieved from https://engagemii.com/aeo/brands/leftbetterthanfound
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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