▲ 0.6 since Jun 2026
#148,885 OF 1,344,768 IN HOME & LIVING
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AI Visibility Scorecard
MCS Cleaning Services
cleanmcs.com · Home & Living
Somewhat visible. AI bots can read MCS Cleaning Services, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#148,885 of 1,344,768 in Home & Living for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About MCS Cleaning Services
from our crawl and measurement
"High quality house cleaning, office cleaning, window cleaning, pressure washing, and more in San Francisco Bay Area. Satisfaction guarantee. 28 years in business." That is how MCS Cleaning Services of San Francisco, CA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is structured data describing the business.
Away from its own site, 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. Those are earned elsewhere on the web, not fixed on the site itself.
The business dates to 1995.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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.
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 5.6/10, MCS Cleaning Services has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MCS Cleaning Services
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cleanmcs
Cite this score: Engagemii (2026). "AEO Score for MCS Cleaning Services." Retrieved from https://engagemii.com/aeo/brands/cleanmcs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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