AI Visibility Scorecard
Chris Light Co
chrisbeuttel.com · Home & Living
Borderline visible. AI bots can crawl Chris Light Co, 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 3 times
Claude · Meta AI · Parallel
#375,853 of 1,378,486 in Home & Living for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Home & Living average 5
Top 28% of Home & Living
See what's behind this score →4
-
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 →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Home & Living average 21
See what's behind this score →0
About Chris Light Co
from our crawl and measurement
"The outdoor lighting design specialists at Chris Light Co are some of the best-trained lighting designers in the industry today." That is how Chris Light Co of Overland Park, Kansas introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (Place, LocalBusiness, Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Chris Light Co
- Website ·
- chrisbeuttel.com
- Industry ·
- Home & Living
- Location ·
- Overland Park, Kansas
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Sep 30, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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
Weak
No community discussion yet.
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 read your site and name it in answers. At 4/10, Chris Light Co is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Chris Light Co
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Chris Light Co.
Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/chrisbeuttel
Cite this score: Engagemii (2026). "AEO Score for Chris Light Co." Retrieved from https://engagemii.com/aeo/brands/chrisbeuttel
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform