AI Visibility Scorecard
4thandlights.com · Home & Living
At 2.12/10, 4thandlights.com is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude · Perplexity
Top 25% in Home & Living for AI visibility
3
2.12
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Home & Living average 2. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Home & Living average 21
See what's behind this score →0
from our crawl and measurement
4thandlights.com describes itself simply: "Information on The Holiday Festival of Lights that takes place in Rockford, Illinois during the month of December on the weekends." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.12 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic) and PerplexityBot.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.12/10, 4thandlights.com is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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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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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/4thandlights
Cite this score: Engagemii (2026). "AEO Score for 4thandlights.com." Retrieved from https://engagemii.com/aeo/brands/4thandlights
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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