AI Visibility Scorecard
insightfuldevelopment.com · Media & Entertainment
Borderline visible. AI bots can crawl NGNG Enterprises, 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 4 times
ChatGPT · Claude
#239,792 of 1,966,290 in Media & Entertainment for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Media & Entertainment average 17
Top 23% of Media & Entertainment
See what's behind this score →4
-
Network Authority
iNot connected yet
Media & Entertainment average 0.0
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
Media & Entertainment average 15
See what's behind this score →0
from our crawl and measurement
NGNG Enterprises describes itself simply: "Amber Vilhauer, Books & Business strategist and NGNG founder, has launched 1,000+ bestsellers, helping authors and entrepreneurs build trust & revenue." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places, missing in others.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, NGNG Enterprises is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/insightfuldevelopment
Cite this score: Engagemii (2026). "AEO Score for NGNG Enterprises." Retrieved from https://engagemii.com/aeo/brands/insightfuldevelopment
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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