AI Visibility Scorecard
Abbey Masterbatch
abbeymb.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Abbey Masterbatch, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Apple Intelligence · ShapBot
#81,673 of 268,068 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Abbey Masterbatch
from our crawl and measurement
Abbey Masterbatch, based in Ashton under Lyne, describes itself simply: "Abbey Masterbatch Ltd is a major manufacturer and supplier of a range of Thermoplastic Masterbatch, Liquid Colour Concentrates and Dispersions." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 5.1/10, Abbey Masterbatch has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Abbey Masterbatch
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/abbeymb
Cite this score: Engagemii (2026). "AEO Score for Abbey Masterbatch." Retrieved from https://engagemii.com/aeo/brands/abbeymb
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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