AI Visibility Scorecard
New Little Life - Allison Tolman, Birth Doula
breastpumpscience.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
#349,035 of 936,906 in Education for AI visibility
5
AEO Visibility
iBorderline · 5/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About New Little Life - Allison Tolman, Birth Doula
from our crawl and measurement
Breast Pump Training for IBCLCs describes itself simply: "Comprehensive CERP courses for lactation professionals on breast pumps, flange sizing, and pumping support as an IBCLC. CEU's available." Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
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
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
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 5/10, New Little Life - Allison Tolman, Birth Doula is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What will you learn?
Included in this extensive curriculum will be everything you need to know to assist pumping clients in your lactation practice. It is broken down into 3 main sections. Breast Pump Science Expand This is a 4-hour deep dive video course on understanding breast pumps. We aim to look at breast pumps the same way we do breastfeeding, with an objective and complete understanding.
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
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 August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/breastpumpscience
Cite this score: Engagemii (2026). "AEO Score for New Little Life - Allison Tolman, Birth Doula." Retrieved from https://engagemii.com/aeo/brands/breastpumpscience
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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