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AI Visibility Scorecard
tbpumpsystems.com · Technology
Somewhat visible. AI bots can read T.B. Pump Systems, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#684,004 of 2,648,035 in Technology for AI visibility
5.2
/10
AEO Score
from our crawl and measurement
"Find reliable domestic water booster pump systems to improve low water pressure issues. Explore our wide range of options today." That is how T.B. Pump Systems of Madera, CA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places, missing in others.
The site gets some of it right: it has structured data on the page (LocalBusiness), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.2/10, T.B. Pump Systems has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for T.B. Pump Systems
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tbpumpsystems
Cite this score: Engagemii (2026). "AEO Score for T.B. Pump Systems." Retrieved from https://engagemii.com/aeo/brands/tbpumpsystems
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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