AI Visibility Scorecard
Red Pen Refinery
redpenrefinery.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Red Pen Refinery, 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 2 times
Claude · Parallel
#173,294 of 270,432 in Manufacturing & Industrial for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Manufacturing & Industrial average 14
Top 66% of Manufacturing & Industrial
See what's behind this score →3.6
AEO Visibility
iNear-invisible · 3.6/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →10
Muse Index Score
iAI agent readiness
Basic · 10/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Red Pen Refinery
from our crawl and measurement
Red Pen Refinery is a business whose own site puts it this way: "Red Pen Refinery offers developmental editing, copy editing, proofreading, and more to get your book publication-ready." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
- Company ·
- Red Pen Refinery
- Website ·
- redpenrefinery.com
- Industry ·
- Manufacturing & Industrial
- 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
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.6/10, Red Pen Refinery is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Red Pen Refinery
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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/redpenrefinery
Cite this score: Engagemii (2026). "AEO Score for Red Pen Refinery." Retrieved from https://engagemii.com/aeo/brands/redpenrefinery
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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