AI Visibility Scorecard
John Blue
cds-johnblue.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl John Blue, 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
Claude · Meta AI · Parallel
#17,990 of 270,328 in Manufacturing & Industrial for AI visibility
44
AI Naming Predictability
iRarely named · 44/100
Manufacturing & Industrial average 14
Top 9% of Manufacturing & Industrial
See what's behind this score →4.4
AEO Visibility
iBorderline · 4.4/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Manufacturing & Industrial average 18
See what's behind this score →0
About John Blue
from our crawl and measurement
"Since 1886, farmers have counted on John Blue Company agricultural pumps for accuracy, reliability, serviceability, and value." That is how John Blue of SW Huntsville, AL introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) 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).
- Company ·
- John Blue
- Website ·
- cds-johnblue.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- Sw Huntsville, AL
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Strong
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
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 read your site and name it in answers. At 4.4/10, John Blue is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why John Blue Pumps?
Perfect Pump SolutionsMickey O'Neill - VP Sales & Marketing, Wylie Manufacturing, TX“We have been buying pumps from the John Blue Company for over 30 years. They’ve never given us a reason to look anywhere else – we never have to question the quality, durability and service we get from the pumps. Whether it is a piston, E-Z meter or centrifugal pump, John Blue is usually the… Setting the Industry StandardCharles L.
Is this your brand?
The exact fixes for John Blue
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for John Blue.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cds-johnblue
Cite this score: Engagemii (2026). "AEO Score for John Blue." Retrieved from https://engagemii.com/aeo/brands/cds-johnblue
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform