AI Visibility Scorecard
cwpsinc.com · Home & Living
Borderline visible. AI bots can crawl Clear Water Filtration, Pump and Well Services, 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 6 times
Claude · Meta AI · Apple Intelligence
#29,263 of 1,378,148 in Home & Living for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
-
Network Authority
iNot connected yet
50
Muse Index Score
iAI agent readiness
Agent-ready · 50/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Clear Water Filtration, Pump and Well Services is a Stoughton, MA business whose own site puts it this way: "Clear Water Filtration, Pump and Well Service installs water filtration, softeners, and well pump systems for homeowners across Stoughton, MA and beyond. Call today!." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
On its own pages the site does well on structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). By its own structured data it is a home services business.
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
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Clear Water Filtration, Pump and Well Services is crawlable but under-signaled - fixable, and the signals above are where to start.
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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.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cwpsinc
Cite this score: Engagemii (2026). "AEO Score for Clear Water Filtration, Pump and Well Services." Retrieved from https://engagemii.com/aeo/brands/cwpsinc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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