AI Visibility Scorecard
Soap & Lye Calculator
lyecal.com · Beauty & Personal Care
Borderline visible. AI bots can crawl Soap & Lye Calculator, 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
#148,132 of 208,490 in Beauty & Personal Care for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About Soap & Lye Calculator
from our crawl and measurement
LyeCal describes itself simply: "Free soap recipe and lye calculator. Choose your oils, set superfat and water, and get exact NaOH or KOH and water amounts, plus soap qualities, hardness, cleansing,...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Under the hood there is structured data on the page (FAQPage) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
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
Weak
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.9/10, Soap & Lye Calculator is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to use the soap calculator?
Four steps from oils to a balanced, safe batch.1⚗️Choose your lyePick NaOH for bar soap (or KOH for liquid) and enter your total oil weight.2💧Set water & superfatChoose a water method, set superfat (5% is a safe default) and your fragrance %.3🫒Add your oilsAdd each oil and give it a percentage — aim for 100% total.4✅Read your recipeGet exact lye & water amounts and check the quality bars land in their green ranges.
Is this your brand?
The exact fixes for Soap & Lye Calculator
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 Soap & Lye Calculator.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lyecal
Cite this score: Engagemii (2026). "AEO Score for Soap & Lye Calculator." Retrieved from https://engagemii.com/aeo/brands/lyecal
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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