AI Visibility Scorecard
makinglemonade.co · Beauty & Personal Care
Borderline visible. AI bots can crawl Making Lemonade, 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 5 times
Claude · Meta AI · Perplexity
#40,351 of 208,705 in Beauty & Personal Care for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Beauty & Personal Care average 9
Top 66% of Beauty & Personal Care
See what's behind this score →4
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Network Authority
iNot connected yet
0 relationships on record. Businesses in Beauty & Personal Care average 3. Claim your page and Engagemii is your first.
See what's behind this score →10
Muse Index Score
iAI agent readiness
Basic · 10/100
Beauty & Personal Care average 20
See what's behind this score →0
from our crawl and measurement
Making Lemonade is a business whose own site puts it this way: "Making Lemonade is the go-to resource serving beauty professionals, emerging indie brands, entrepreneurs, industry leaders, and founders." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic), Meta AI and PerplexityBot.
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Good
Inbound links from other sites.
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 4/10, Making Lemonade is crawlable but under-signaled - fixable, and the signals above are where to start.
Do it for yourself, not by yourself.?
We had a bold idea: Bring beauty and brains together in one powerhouse community—built to empower you to take control of your career. Here, you'll connect with driven peers, entrepreneurs and industry leaders, get inspired to make bold moves, and gain the insights and education you need to turn lemons into sweet, sweet lemonade. GET THE SQUEEZE!
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The exact fixes for Making Lemonade
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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 October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/makinglemonade-co
Cite this score: Engagemii (2026). "AEO Score for Making Lemonade." Retrieved from https://engagemii.com/aeo/brands/makinglemonade-co
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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