AI Visibility Scorecard
kojiwhite.com · E-commerce
At 3.01/10, Koji White is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.
AI engines read this profile 5 times
Claude · Meta AI
Top 25% in E-commerce for AI visibility
49
AI Naming Predictability
iRarely named · 49/100
E-commerce average 18
Top 10% of E-commerce
See what's behind this score →3.01
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.
See what's behind this score →50
Muse Index Score
iAI agent readiness
Transactable · 50/100
E-commerce average 27
See what's behind this score →0
from our crawl and measurement
Koji White is a business whose own site puts it this way: "Koji White Kojic Acid Soap is clinically formulated to reduce hyperpigmentation, melasma, and acne scars." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.01 out of 10.
Our crawl found structured data on the page (Organization, WebSite, BreadcrumbList), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 5 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
Strong · Good · Fair · Weak
Structured Data
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 3.01/10, Koji White is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Tired of Dark Spots stealing your confidence?
Most brightening soaps on the market promise a quick fix but deliver nothing but frustration. They are often packed with harsh chemicals, parabens, and sulfates that strip your skin barrier—leaving you with redness, irritation, and dark spots that look even worse than before.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Koji White.
Koji White lists 30 products, 29 in stock, priced 12.95 to 44.95.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kojiwhite
Cite this score: Engagemii (2026). "AEO Score for Koji White." Retrieved from https://engagemii.com/aeo/brands/kojiwhite
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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