AI Visibility Scorecard
ROBIN ROENKER - FREELANCE WRITER
robinroenker.com · Home & Living
Borderline visible. AI bots can crawl ROBIN ROENKER - FREELANCE WRITER, 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 1 times
Claude
#1,021,860 of 1,378,654 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 →3.5
-
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
About ROBIN ROENKER - FREELANCE WRITER
from our crawl and measurement
ROBIN ROENKER describes itself simply: "Robin Roenker is a freelance writer based in Lexington, Ky., with experience reporting on higher education, business, travel, energy efficiency, interior design, parenting topics, and more." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
- Company ·
- ROBIN ROENKER - FREELANCE WRITER
- Website ·
- robinroenker.com
- Industry ·
- Home & Living
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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 3.5/10, ROBIN ROENKER - FREELANCE WRITER is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for ROBIN ROENKER - FREELANCE WRITER
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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.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/robinroenker
Cite this score: Engagemii (2026). "AEO Score for ROBIN ROENKER - FREELANCE WRITER." Retrieved from https://engagemii.com/aeo/brands/robinroenker
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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