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AI Visibility Scorecard
Parenting It Forward
parentingitforward.com · Healthcare
Borderline visible. AI bots can crawl Parenting It Forward, 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
#596,800 of 730,331 in Healthcare for AI visibility
3.7
/10
AEO Score
About Parenting It Forward
from our crawl and measurement
Parenting It Forward describes itself simply: "Brian Cavanaugh is a middle school educator with 19 years of experience and the author of The Simple Guide to Parenting series, specializing in ADHD parenting and positive...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 out of 10.
Under the hood there is structured data on the page (Person, WebSite, BookSeries) and a readable heading structure, but the score is capped by what is missing: an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 3.7/10, Parenting It Forward is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Parenting It Forward
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/parentingitforward
Cite this score: Engagemii (2026). "AEO Score for Parenting It Forward." Retrieved from https://engagemii.com/aeo/brands/parentingitforward
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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