AI Visibility Scorecard
New Little Life - Allison Tolman, Birth Doula
breastpumpdeepdive.com · Education
At 2.48/10, New Little Life - Allison Tolman, Birth Doula is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude · ChatGPT
Top 10% in Education for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Education average 14
Top 40% of Education
See what's behind this score →2.48
-
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 New Little Life - Allison Tolman, Birth Doula
from our crawl and measurement
New Little Life - Allison Tolman, Birth Doula 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 2.48 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.
- Company ·
- New Little Life - Allison Tolman, Birth Doula
- Website ·
- breastpumpdeepdive.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
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.
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 2.48/10, New Little Life - Allison Tolman, Birth Doula is near-invisible to AI engines today. That is 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
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for New Little Life - Allison Tolman, Birth Doula.
Source & Attribution
Scored by Engagemii on November 9, 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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