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AI Visibility Scorecard
MMPV Design Cooperative
mmpvdesign.com · Professional Services
Somewhat visible. AI bots can read MMPV Design Cooperative, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#35,865 of 479,587 in Professional Services for AI visibility
5.9
/10
AEO Score
About MMPV Design Cooperative
from our crawl and measurement
MMPV Design Cooperative describes itself simply: "Architect-led consulting for solar, EV charging, and battery storage projects, including code, accessibility, life-safety analysis, and approvals support for energy projects across the." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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 Trust
1
Established authority for your domain.
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 5.9/10, MMPV Design Cooperative has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MMPV Design Cooperative
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mmpvdesign
Cite this score: Engagemii (2026). "AEO Score for MMPV Design Cooperative." Retrieved from https://engagemii.com/aeo/brands/mmpvdesign
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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