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AI Visibility Scorecard
Municipal Research Lab
municipalresearch.org · Education
At 1.7/10, Municipal Research Lab 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 1 times
Claude
#882,189 of 886,953 in Education for AI visibility
1.7
/10
AEO Score
About Municipal Research Lab
from our crawl and measurement
Municipal Research Lab is a Raleigh, NC business whose own site puts it this way: "Skip to content Municipal Research Lab Toggle navigation About Us Fellows Contact Us Projects Social Equity Budgeting Working Group Workforce Leadership Academy MRL Dataverse...." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.7 out of 10.
Our crawl found a sitemap. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
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 1.7/10, Municipal Research Lab is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Municipal Research Lab
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/municipalresearch-org
Cite this score: Engagemii (2026). "AEO Score for Municipal Research Lab." Retrieved from https://engagemii.com/aeo/brands/municipalresearch-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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