AI Visibility Scorecard
starbrite.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Star brite Distributing, LLC, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Claude · Meta AI · ShapBot · Perplexity
#354 of 268,977 in Manufacturing & Industrial for AI visibility
100
AI Naming Predictability
iAI names companies like this often · 100/100
More likely to be named than 99% of Manufacturing & Industrial companies
6
AEO Visibility
iVisible · 6.1/10
20
Muse Index Score
iAI agent readiness
Transactable · 20/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Star brite Distributing, LLC, based in Fort Lauderdale, FL, describes itself simply: "Clean and protect with Star brite, a leading manufacturer of appearance, maintenance, and performance chemicals and accessories, serving the marine, RV, automotive, powersports, hardware." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
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
Fair
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.1/10, Star brite Distributing, LLC has a working base to build on - fixable, and the signals above are where to start.
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Star brite Distributing, LLC.
Star brite Distributing, LLC lists 379 products, 157 in stock, priced 0.00.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/starbrite
Cite this score: Engagemii (2026). "AEO Score for Star brite Distributing, LLC." Retrieved from https://engagemii.com/aeo/brands/starbrite
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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