AI Visibility Scorecard
ragneyi.com
ragneyi.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl ragneyi.com, 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 1 times
Meta AI
#246,183 of 267,895 in Manufacturing & Industrial for AI visibility
3
AEO Visibility
iNear-invisible · 3.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
?
AI Adoption
iNone detected · -/100
About ragneyi.com
from our crawl and measurement
"Iyengar engineers is a company that is into the manufacture of a variety of pumps and filters. We have been in the industry for many years and proove to give you quality products and." That is how Iyengar Engineers introduces itself. When AI engines look at it, they find little to work with. It scores 3.1 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Weak
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
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 3.1/10, ragneyi.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for ragneyi.com
Which AI engines already crawl you
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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.
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Source & Attribution
Scored by Engagemii on August 13, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ragneyi
Cite this score: Engagemii (2026). "AEO Score for ragneyi.com." Retrieved from https://engagemii.com/aeo/brands/ragneyi
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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