AI Visibility Scorecard
MN Speaks
mnspeaks.com · Media & Entertainment
Borderline visible. AI bots can crawl MN Speaks, 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 1 times
Claude
#1,750,390 of 1,966,289 in Media & Entertainment for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About MN Speaks
from our crawl and measurement
"MN Speaks collects and preserves firsthand stories from Minnesotans who lived through Operation Metro Surge. Share your experience. Help protect community memory." That is how MN Speaks Minnesota Oral History Project introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 3.5/10, MN Speaks is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Oral History?
Oral history preserves lived experiences in people’s own words. It centers deep listening, honors complexity, and ensures stories are not lost, simplified, or erased over time. Collectively, these stories strengthen community, deepen understanding, and create a lasting, human record that future generations can learn from.
Is this your brand?
The exact fixes for MN Speaks
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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 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mnspeaks
Cite this score: Engagemii (2026). "AEO Score for MN Speaks." Retrieved from https://engagemii.com/aeo/brands/mnspeaks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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