AI Visibility Scorecard
Laurie O'Reilly
oreillyeditorial.com · Food & Beverage
At 2.25/10, Laurie O'Reilly 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, E-E-A-T Signals and Technical AEO. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude · Parallel
Top 25% in Food & Beverage for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Food & Beverage average 12
Top 45% of Food & Beverage
See what's behind this score →2.25
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage 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
Food & Beverage average 18
See what's behind this score →0
About Laurie O'Reilly
from our crawl and measurement
Laurie O'Reilly is a business whose own site puts it this way: "Writer, editor, designer, and proofreader with expertise in conservation and outdoor subjects." When AI engines look at it, they find little to work with. It scores 2.25 out of 10.
Our crawl found a sitemap, a readable heading structure. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
- Company ·
- Laurie O'Reilly
- Website ·
- oreillyeditorial.com
- Industry ·
- Food & Beverage
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 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
Good
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
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
-
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.
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 2.25/10, Laurie O'Reilly is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Can Cod Be Saved?
For centuries, Atlantic cod has been essential to New England’s identity. Yet today, you can rarely find locally caught cod in a grocery store or on a menu – because it has been fished to the brink of disaster. Annual Report Article Writing • 17th February 2019
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Laurie O'Reilly.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/oreillyeditorial
Cite this score: Engagemii (2026). "AEO Score for Laurie O'Reilly." Retrieved from https://engagemii.com/aeo/brands/oreillyeditorial
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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