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AI Visibility Scorecard
CA Plumbing Prep
caplumbingprep.com · Home & Living
Borderline visible. AI bots can crawl CA Plumbing Prep, 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
#774,302 of 1,217,362 in Home & Living for AI visibility
4.1
/10
AEO Score
About CA Plumbing Prep
from our crawl and measurement
"The #1 California C-36 Plumbing Contractor License exam prep. 1,200+ practice questions, AI tutor, study plans, and a pass guarantee. Start free today." That is how CA Plumbing Prep introduces itself. When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
3
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
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
What this score means
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 4.1/10, CA Plumbing Prep is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CA Plumbing Prep
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/caplumbingprep
Cite this score: Engagemii (2026). "AEO Score for CA Plumbing Prep." Retrieved from https://engagemii.com/aeo/brands/caplumbingprep
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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