AI Visibility Scorecard
Not Light, But Fire: How to Lead Meaningful Race Conversations in the Classroom
notlight.com · Education
Somewhat visible. AI bots can read Not Light, But Fire: How to Lead Meaningful Race Conversations in the Classroom, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Meta AI · Apple Intelligence · Claude
#133,387 of 936,925 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Not Light, But Fire: How to Lead Meaningful Race Conversations in the Classroom
from our crawl and measurement
Not Light, But Fire: How to Lead Meaningful Race Conversations in the Classroom is a business whose own site puts it this way: "DEI consulting and professional development for schools and youth-serving organizations, focused on building the skills, curriculum, and confidence educators need to lead meaningful." Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, LocalBusiness), 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
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 5.7/10, Not Light, But Fire: How to Lead Meaningful Race Conversations in the Classroom has a working base to build on - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/notlight
Cite this score: Engagemii (2026). "AEO Score for Not Light, But Fire: How to Lead Meaningful Race Conversations in the Classroom." Retrieved from https://engagemii.com/aeo/brands/notlight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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