AI Visibility Scorecard
Pumpworks
pumpworks.com · Manufacturing & Industrial
Visible to AI search. AI engines can read Pumpworks, and Domain Trust, News Mentions and Community are what would get it named ahead of competitors.
AI engines read this profile 9 times
Meta AI · Claude · Apple Intelligence · Parallel
Top 1% in Manufacturing & Industrial for AI visibility
87
AI Naming Predictability
iAI names companies like this often · 87/100
Manufacturing & Industrial average 14
Top 1% of Manufacturing & Industrial
See what's behind this score →6.70
AEO Visibility
iVisible · 6.70/10
Manufacturing & Industrial average 2.4
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 →45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Pumpworks
from our crawl and measurement
"PumpWorks is a global manufacturer of ANSI and API Centrifugal Process Pumps headquartered in Houston, TX." That is how Pumpworks of Houston, Texas introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.4 out of 10, readable in places, missing in others.
The site gets some of it right: it has structured data on the page (LocalBusiness, FAQPage), an llms.txt file for AI models, a sitemap. What holds it back is what is absent, including a heading structure that lays out what it offers.
AI crawlers have read this profile 9 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and Applebot (Siri).
- Company ·
- Pumpworks
- Website ·
- pumpworks.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- Houston, TX
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 7, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
-
Not yet measured.
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 6.70/10, Pumpworks is visible with gaps to close; the signals above show which.
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 Pumpworks.
Source & Attribution
Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pumpworks
Cite this score: Engagemii (2026). "AEO Score for Pumpworks." Retrieved from https://engagemii.com/aeo/brands/pumpworks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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