AI Visibility Scorecard
Roberts Filter Group
robertsfiltergroup.com · Healthcare
Borderline visible. AI bots can crawl Roberts Filter Group, 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 4 times
Meta AI · Claude · ChatGPT
#236,042 of 924,298 in Healthcare for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 46% of Healthcare companies
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About Roberts Filter Group
from our crawl and measurement
Roberts Filter Group is a Coatesville, PA business whose own site puts it this way: "Roberts Filter Group offers engineered filtration systems & lifecycle services for safe drinking water. Contact us for solutions today!." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic), Meta AI and GPTBot (ChatGPT).
The 6 signals AI reads
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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 4/10, Roberts Filter Group is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Roberts Filter Group
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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 October 23, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/robertsfiltergroup
Cite this score: Engagemii (2026). "AEO Score for Roberts Filter Group." Retrieved from https://engagemii.com/aeo/brands/robertsfiltergroup
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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