AI Visibility Scorecard
iRef Supply LLP
irefsupply.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl iRef Supply LLP, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#178,626 of 268,060 in Manufacturing & Industrial for AI visibility
4
AEO Visibility
iBorderline · 4.2/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About iRef Supply LLP
from our crawl and measurement
"Aftermarket replacement parts for industrial refrigeration compressors, supplied B2B worldwide. Search by part number or model; MTC on request and warranty per quotation." That is how Industrial Refrigeration Compressor Spares of Mumbai, Maharashtra introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found structured data on the page (Organization, WebSite), a sitemap and a readable heading structure. It 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
Strong
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
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 4.2/10, iRef Supply LLP is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have a part number or compressor model?
Send the reference, model and required quantity for a sourcing response. Email salesIndustrial refrigeration compressor parts and related components, supplied worldwide from Mumbai, India.
Is this your brand?
The exact fixes for iRef Supply LLP
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 iRef Supply LLP.
Source & Attribution
Scored by Engagemii on October 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/irefsupply
Cite this score: Engagemii (2026). "AEO Score for iRef Supply LLP." Retrieved from https://engagemii.com/aeo/brands/irefsupply
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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