AI Visibility Scorecard
Sunroom Workbook
ifs-sun.com · Technology
Borderline visible. AI bots can crawl Sunroom Workbook, 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
ShapBot
#2,302,794 of 2,704,683 in Technology for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Technology average 28
Top 91% of Technology
See what's behind this score →4
-
70
Muse Index Score
iAI agent readiness
Transactable · 70/100
Technology average 17
See what's behind this score →8
0
About Sunroom Workbook
from our crawl and measurement
Sunroom Private IFS Workbook: Parts Map, Journal, Movies is a business whose own site puts it this way: "An interactive Internal Family Systems (IFS) workbook that runs from a folder on your own computer: a drag-and-drop parts map with time-lapse movies, six guided IFS exercises, a journal, a." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (SoftwareApplication, WebSite, FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
- Company ·
- Sunroom Workbook
- Website ·
- ifs-sun.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 2, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
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, Sunroom Workbook is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Printed workbook, subscription app, or Sunroom?
All three can be good. They differ in where your work lives and what happens to it over time.
Is this your brand?
The exact fixes for Sunroom Workbook
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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 October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ifs-sun
Cite this score: Engagemii (2026). "AEO Score for Sunroom Workbook." Retrieved from https://engagemii.com/aeo/brands/ifs-sun
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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