AI Visibility Scorecard
Let's Talk Race
letstalkraceguide.com · Government & Public Sector
Borderline visible. AI bots can crawl Let's Talk Race, 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
#54,183 of 124,499 in Government & Public Sector for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Government & Public Sector average 14
Top 23% of Government & Public Sector
See what's behind this score →4
AEO Visibility
iBorderline · 4/10
Government & Public Sector average 4.1
See what's behind this score →-
Network Authority
iNot connected yet
Government & Public Sector average 0.0
0 relationships · Government & Public Sector average 2
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Government & Public Sector average 10
See what's behind this score →0
About Let's Talk Race
from our crawl and measurement
Let's Talk Race describes itself simply: "We've created a pathway for you to customize the program and make it your own.Let’s Talk Race, LTR for short, began at the Richland Library in Columbia, South Carolina in 2016." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a readable heading structure. It is missing an llms.txt file and a sitemap.
- Company ·
- Let's Talk Race
- Website ·
- letstalkraceguide.com
- Industry ·
- Government & Public Sector
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Aug 17, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Fair
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 read your site and name it in answers. At 4/10, Let's Talk Race is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Let's Talk Race
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/letstalkraceguide
Cite this score: Engagemii (2026). "AEO Score for Let's Talk Race." Retrieved from https://engagemii.com/aeo/brands/letstalkraceguide
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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