AI Visibility Scorecard
lesthewaterguy.com · Healthcare
At 2.6/10, Les the Water Guy is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 7 times
Claude · Apple Intelligence · Meta AI
#898,613 of 923,557 in Healthcare for AI visibility
3
AEO Visibility
iNear-invisible · 2.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Les, the water guy, is Serving North Central Alberta WATER TREATMENT SYSTEMS FOR ALL PROBLEM WATER. If you have WATER QUALITY PROBLEMS, and When you want more for your money, ask for Les!." That is how Les the Water Guy introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.6 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 2.6/10, Les the Water Guy is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Les the Water Guy
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Les the Water Guy.
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lesthewaterguy
Cite this score: Engagemii (2026). "AEO Score for Les the Water Guy." Retrieved from https://engagemii.com/aeo/brands/lesthewaterguy
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