#463,354 OF 934,986 IN EDUCATION
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AI Visibility Scorecard
New Little Life - Allison Tolman, Birth Doula
breastpumpdeepdive.com · Education
Borderline visible. AI bots can crawl New Little Life - Allison Tolman, Birth Doula, 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 2 times
Claude · ChatGPT
#463,354 of 934,986 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About New Little Life - Allison Tolman, Birth Doula
from our crawl and measurement
New Little Life describes itself simply: "The most detailed and science-backed information on breast pumps, pumping courses for breastfeeding mothers, and pump training for IBCLCs." When AI engines look at it, they find little to work with. It scores 4.5 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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.
Off-page authority
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.
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 4.7/10, New Little Life - Allison Tolman, Birth Doula is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Feeling Ready to Master Your Milk Supply?
STEP 1 Get Access Get lifetime access to your pumping courses with a one-time payment. STEP 2 Watch From Home Download the New Little Life App and start learning, experimenting, and adjusting. STEP 3 Celebrate Your Success Start taking control of your milk supply and your pumping journey. Start Your course
Is this your brand?
The exact fixes for New Little Life - Allison Tolman, Birth Doula
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/breastpumpdeepdive
Cite this score: Engagemii (2026). "AEO Score for New Little Life - Allison Tolman, Birth Doula." Retrieved from https://engagemii.com/aeo/brands/breastpumpdeepdive
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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