AI Visibility Scorecard
Diana Peterfreund
dianapeterfreund.com · Media & Entertainment
Borderline visible. AI bots can crawl Diana Peterfreund, 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 15 times
Meta AI · Claude · ShapBot · Perplexity
#56,585 of 1,966,288 in Media & Entertainment for AI visibility
67
AI Naming Predictability
iNamed occasionally · 67/100
Media & Entertainment average 17
Top 3% of Media & Entertainment
See what's behind this score →5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Media & Entertainment average 15
See what's behind this score →0
About Diana Peterfreund
from our crawl and measurement
"Diana Peterfreund has published sixteen novels for adults, teens, and kids, including the four-book Secret Society Girl series, the killer unicorn novels Rampant and Ascendant, For." That is how Diana Peterfreund introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Diana Peterfreund
- Website ·
- dianapeterfreund.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 2, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
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
Weak
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 4.7/10, Diana Peterfreund is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Diana Peterfreund
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dianapeterfreund
Cite this score: Engagemii (2026). "AEO Score for Diana Peterfreund." Retrieved from https://engagemii.com/aeo/brands/dianapeterfreund
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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