AI Visibility Scorecard
Sam Vaive
mmbbook.com · Education
At 2.55/10, Sam Vaive is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude · Meta AI
Top 10% in Education for AI visibility
3
2.55
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Education average 13
See what's behind this score →0
About Sam Vaive
from our crawl and measurement
Sam Vaive is a business whose own site puts it this way: "Research-backed childbirth education combining biology, psychology, and real-world tools, so you can navigate birth with clarity, not overwhelm." When AI engines look at it, they find little to work with. It scores 2.55 out of 10.
Our crawl found structured data on the page (Organization, LocalBusiness, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
- Company ·
- Sam Vaive
- Website ·
- mmbbook.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 2.55/10, Sam Vaive is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
What Makes Sound Birthing Special?
How is Sound Birthing Different?Evidence-based and trauma-informed throughoutNervous system regulation tools, including sound, breath, and somatic practicesSupport for both you and your support personInclusive, identity-aware languageFlexible tools that adapt to you—not scripts to followModern, accessible formatsAn approach to pain and sensation rooted in curiosity, movement, and self-trustWhat if I don't fit the.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mmbbook
Cite this score: Engagemii (2026). "AEO Score for Sam Vaive." Retrieved from https://engagemii.com/aeo/brands/mmbbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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