AI Visibility Scorecard
SoapFusion
soapfusion.com · Media & Entertainment
Borderline visible. AI bots can crawl SoapFusion, 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
#866,340 of 1,966,161 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About SoapFusion
from our crawl and measurement
SoapFusion describes itself simply: "January 8, 2023 by Jeff Benzenberg on Essays, Remarkably Specific Lists Compound Words That Work In Either Order Yes, I do love the NYT Spelling Bee, and yes, that’s why I’ve been noticing." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
On its own pages the site does well on a clear heading structure and visible credibility markers. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity and structured data describing the business.
Off the page there is only faint evidence that the domain is only lightly established and there is little discussion of it. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
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
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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
Fair
Forum and community discussion.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.7/10, SoapFusion is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
OMG Where Can I Get That?
Due to the popularity of “reblogging”, content on Tumblr is easily divorced from the original source. Images get reblogged and reuploaded, destination URLs get changed, sometimes the source button takes you to the original, but often times it does not. This results in a lot of Tumblr users finding awesome products in their feed, but with no way of purchasing them. Well, not without a little effort at least.
Is this your brand?
The exact fixes for SoapFusion
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for SoapFusion.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/soapfusion
Cite this score: Engagemii (2026). "AEO Score for SoapFusion." Retrieved from https://engagemii.com/aeo/brands/soapfusion
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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