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AI Visibility Scorecard
MNB Architecture
mnbarchitecture.com · Professional Services
Borderline visible. AI bots can crawl MNB Architecture, 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.
AI engines read this profile 2 times
Apple Intelligence
#234,212 of 485,190 in Professional Services for AI visibility
4.5
/10
AEO Score
About MNB Architecture
from our crawl and measurement
"MNB Architecture is a firm based in Memphis Tennessee with a 60 year history of award winning projects in the educational, religious and corporate sectors." That is how MNB Architecture of MEMPHIS, TN introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 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
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
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 4.5/10, MNB Architecture is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MNB Architecture
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MNB Architecture.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mnbarchitecture
Cite this score: Engagemii (2026). "AEO Score for MNB Architecture." Retrieved from https://engagemii.com/aeo/brands/mnbarchitecture
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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