AI Visibility Scorecard
soapcraftlab.com · Food & Beverage
Borderline visible. AI bots can crawl Soap Craft Lab, 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
#1,219,614 of 1,391,642 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 →4
-
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 →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Food & Beverage average 18
See what's behind this score →0
from our crawl and measurement
Soap Craft Lab is a business whose own site puts it this way: "Learn handmade soap making at home with beginner recipes, safety tips, ingredient guides, troubleshooting help, and practical DIY soap tutorials." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
Good
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.
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.
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, Soap Craft Lab is crawlable but under-signaled - fixable, and the signals above are where to start.
Why Soap Craft Lab?
Tested at home. Written for beginners. Focused on safe, practical soap making.I started making handmade soap at home because I wanted something simple, natural, and personal. This website is where I share my soap recipes, experiments, mistakes, and practical tips — all tested in my kitchen and written for people who want to learn soap making safely.Every recipe on this site has been tested at home.
Is this your brand?
The exact fixes for Soap Craft Lab
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/soapcraftlab
Cite this score: Engagemii (2026). "AEO Score for Soap Craft Lab." Retrieved from https://engagemii.com/aeo/brands/soapcraftlab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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