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AI Visibility Scorecard
Heather Pemberton
fieldnotesforlife.com · Media & Entertainment
Borderline visible. AI bots can crawl Heather Pemberton, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,495,112 of 1,882,347 in Media & Entertainment for AI visibility
3.6
/10
AEO Score
About Heather Pemberton
from our crawl and measurement
Heather Pemberton describes itself simply: "Acclaimed mystery and suspense novelist Heather Pemberton crafts psychological thrillers that keep readers on the edge of their seats until the final page." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Under the hood there is structured data on the page (WebSite, Person), but the score is capped by what is missing: an llms.txt file, a sitemap, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.6/10, Heather Pemberton is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Heather Pemberton
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fieldnotesforlife
Cite this score: Engagemii (2026). "AEO Score for Heather Pemberton." Retrieved from https://engagemii.com/aeo/brands/fieldnotesforlife
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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