AI Visibility Scorecard
filtersize411.com · Home & Living
Borderline visible. AI bots can crawl FilterSize411, 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
#1,195,056 of 1,378,072 in Home & Living for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
-
Network Authority
iNot connected yet
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Real specs. Instantly. No signup. No paywalls. Just answers. What size furnace filter do I need? Find your filter size by model number." That is how Furnace Filter Size by Model Number introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
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.
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
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.
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 3.5/10, FilterSize411 is crawlable but under-signaled - fixable, and the signals above are where to start.
Why FilterSize411?
The problem is simple. Finding the answer used to be hard. 🔍 The Problem Your furnace model number does not tell you your filter size. The filter cabinet model does. That is why searching online never works. ✅ The Solution We mapped 37,841 cabinet model numbers to their exact filter sizes. Find your model on your unit label, search here, buy with confidence. 📦 The Result Order the right filter the first time.
Is this your brand?
The exact fixes for FilterSize411
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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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Scored by Engagemii on October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/filtersize411
Cite this score: Engagemii (2026). "AEO Score for FilterSize411." Retrieved from https://engagemii.com/aeo/brands/filtersize411
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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