AI Visibility Scorecard
MAP
mizoningmap.com · Education
Borderline visible. AI bots can crawl MAP, 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
#363,424 of 937,701 in Education for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About MAP
from our crawl and measurement
MAP is a Ann Arbor, MI business whose own site puts it this way: "Covering most of the land across the state of Michigan, the laws found in local zoning ordinances have a tremendous impact on our economy, environment, and society." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 4/10, MAP is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How much does it cost?
Excellent question. Costs are subject to some variables, and so proposals are developed on a per-project basis. Factors that most significantly affect the final budget estimate include the population and the number of jurisdictions in the county or region, and whether up-to-date, consolidated, accessible spatial data already exists.
Who is funding this work?
Each proposal has been locally funded. What this says to us is that the value of understanding and accessing zoning regulations is clear to a wide variety of organizations across the geography of our entire state. The following organizations have invested in this new knowledge: Michigan State Housing Development Authority Regional Housing Partnerships.
Is this your brand?
The exact fixes for MAP
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MAP.
Source & Attribution
Scored by Engagemii on October 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mizoningmap
Cite this score: Engagemii (2026). "AEO Score for MAP." Retrieved from https://engagemii.com/aeo/brands/mizoningmap
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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